在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。
该项目将使用以下数据集:
由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。
如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f7ed2a6a400>
CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f7ed2991f60>
由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。
经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。
MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像。
你将通过部署以下函数来建立 GANs 的主要组成部分:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:
image_width,image_height 和 image_channels 设置为 rank 4。z_dim。返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='z_dim')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。
该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28*28*?
#print(images.shape)
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
#print(x1.shape)
x1 = tf.maximum(alpha * x1, x1)
# 14*14*64
x2 = tf.layers.conv2d(x1, 256, 5, strides=2, padding='same')
#print(x2.shape)
x2 = tf.layers.batch_normalization(x2, training=True)
x2 = tf.maximum(alpha * x2, x2)
# 7*7*256
# x3 = tf.layers.conv2d(x2, 256, 5, strides=2, padding='same')
# #print(x3.shape)
# x3 = tf.layers.batch_normalization(x3, training=True)
# x3 = tf.maximum(alpha * x3, x3)
# # 4*4*256
# Flatten it
flat = tf.reshape(x2, (-1, 7*7*256))
#print(flat.shape)
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。
在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。
该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*256)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 256))
#print(x1.shape)
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# now 7*7*256
# x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=1, padding='valid')
# #print(x2.shape)
# x2 = tf.layers.batch_normalization(x2, training=is_train)
# x2 = tf.maximum(alpha * x2, x2)
# # 7*7*128 now
x3 = tf.layers.conv2d_transpose(x1, 64, 5, strides=2, padding='same')
#print(x3.shape)
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 14*14*64 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
#print(logits.shape)
# 28*28*? now
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。
使用你已实现的函数:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminator 和 generator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)使用 show_generator_output 函数显示 generator 在训练过程中的输出。
注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
image_count, image_width, image_height, image_channels = data_shape
input_real, input_z, tf_lr = model_inputs(image_width, image_height, image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, tf_lr, beta1)
print_every = 10
show_every = 100
steps = 0
total_batches = int(image_count/batch_size)+1
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
batch_i = 0
for batch_images in get_batches(batch_size):
#print(batch_images.shape) # => (128, 28, 28, 1)
steps += 1
batch_i += 1
# TODO: Train Model
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_z: batch_z, input_real: batch_images, tf_lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, tf_lr: learning_rate})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {:>2}/{} Batch {:>4}/{}...".format(epoch_i+1, epoch_count, batch_i, total_batches),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, show_n_images, input_z, image_channels, data_image_mode)
# final show
show_generator_output(sess, show_n_images, input_z, image_channels, data_image_mode)
在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。
# mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
# print(mnist_dataset.shape) # => (60000, 28, 28, 1)
# print(mnist_dataset.image_mode) # => L
batch_size = 128
z_dim = 90
learning_rate = 0.002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 Batch 10/469... Discriminator Loss: 8.5929... Generator Loss: 0.5849 Epoch 1/2 Batch 20/469... Discriminator Loss: 0.3658... Generator Loss: 3.3214 Epoch 1/2 Batch 30/469... Discriminator Loss: 6.1468... Generator Loss: 0.0492 Epoch 1/2 Batch 40/469... Discriminator Loss: 0.6277... Generator Loss: 2.0318 Epoch 1/2 Batch 50/469... Discriminator Loss: 2.6176... Generator Loss: 6.9106 Epoch 1/2 Batch 60/469... Discriminator Loss: 0.6704... Generator Loss: 3.0671 Epoch 1/2 Batch 70/469... Discriminator Loss: 0.2353... Generator Loss: 3.7157 Epoch 1/2 Batch 80/469... Discriminator Loss: 0.1221... Generator Loss: 3.1437 Epoch 1/2 Batch 90/469... Discriminator Loss: 0.1228... Generator Loss: 2.7797 Epoch 1/2 Batch 100/469... Discriminator Loss: 0.8252... Generator Loss: 0.8013
Epoch 1/2 Batch 110/469... Discriminator Loss: 3.4432... Generator Loss: 0.0990 Epoch 1/2 Batch 120/469... Discriminator Loss: 1.4417... Generator Loss: 0.4343 Epoch 1/2 Batch 130/469... Discriminator Loss: 0.6258... Generator Loss: 5.4060 Epoch 1/2 Batch 140/469... Discriminator Loss: 1.1804... Generator Loss: 5.3933 Epoch 1/2 Batch 150/469... Discriminator Loss: 1.8064... Generator Loss: 7.7730 Epoch 1/2 Batch 160/469... Discriminator Loss: 0.1071... Generator Loss: 5.0246 Epoch 1/2 Batch 170/469... Discriminator Loss: 0.2389... Generator Loss: 4.4654 Epoch 1/2 Batch 180/469... Discriminator Loss: 0.1797... Generator Loss: 4.2574 Epoch 1/2 Batch 190/469... Discriminator Loss: 0.1545... Generator Loss: 3.7126 Epoch 1/2 Batch 200/469... Discriminator Loss: 1.1187... Generator Loss: 1.2844
Epoch 1/2 Batch 210/469... Discriminator Loss: 1.1020... Generator Loss: 3.9345 Epoch 1/2 Batch 220/469... Discriminator Loss: 0.8305... Generator Loss: 1.0736 Epoch 1/2 Batch 230/469... Discriminator Loss: 1.0111... Generator Loss: 2.9242 Epoch 1/2 Batch 240/469... Discriminator Loss: 0.8744... Generator Loss: 1.1520 Epoch 1/2 Batch 250/469... Discriminator Loss: 1.1409... Generator Loss: 4.7553 Epoch 1/2 Batch 260/469... Discriminator Loss: 0.5528... Generator Loss: 2.6395 Epoch 1/2 Batch 270/469... Discriminator Loss: 1.5083... Generator Loss: 0.4426 Epoch 1/2 Batch 280/469... Discriminator Loss: 0.5942... Generator Loss: 2.0435 Epoch 1/2 Batch 290/469... Discriminator Loss: 0.8457... Generator Loss: 1.9918 Epoch 1/2 Batch 300/469... Discriminator Loss: 0.8518... Generator Loss: 0.8441
Epoch 1/2 Batch 310/469... Discriminator Loss: 0.5537... Generator Loss: 2.2694 Epoch 1/2 Batch 320/469... Discriminator Loss: 0.4213... Generator Loss: 2.4824 Epoch 1/2 Batch 330/469... Discriminator Loss: 1.2043... Generator Loss: 0.4693 Epoch 1/2 Batch 340/469... Discriminator Loss: 0.5925... Generator Loss: 1.0819 Epoch 1/2 Batch 350/469... Discriminator Loss: 3.7171... Generator Loss: 0.0628 Epoch 1/2 Batch 360/469... Discriminator Loss: 0.8511... Generator Loss: 0.9785 Epoch 1/2 Batch 370/469... Discriminator Loss: 0.4531... Generator Loss: 2.5551 Epoch 1/2 Batch 380/469... Discriminator Loss: 0.3613... Generator Loss: 1.8179 Epoch 1/2 Batch 390/469... Discriminator Loss: 0.5280... Generator Loss: 1.4455 Epoch 1/2 Batch 400/469... Discriminator Loss: 0.7917... Generator Loss: 0.7605
Epoch 1/2 Batch 410/469... Discriminator Loss: 2.3727... Generator Loss: 0.1784 Epoch 1/2 Batch 420/469... Discriminator Loss: 0.1228... Generator Loss: 3.0682 Epoch 1/2 Batch 430/469... Discriminator Loss: 2.1249... Generator Loss: 0.1876 Epoch 1/2 Batch 440/469... Discriminator Loss: 0.4203... Generator Loss: 1.3994 Epoch 1/2 Batch 450/469... Discriminator Loss: 1.0580... Generator Loss: 0.5849 Epoch 1/2 Batch 460/469... Discriminator Loss: 0.2167... Generator Loss: 2.4061 Epoch 2/2 Batch 2/469... Discriminator Loss: 0.1310... Generator Loss: 2.9959 Epoch 2/2 Batch 12/469... Discriminator Loss: 0.1955... Generator Loss: 2.1429 Epoch 2/2 Batch 22/469... Discriminator Loss: 1.0287... Generator Loss: 5.4971 Epoch 2/2 Batch 32/469... Discriminator Loss: 0.5562... Generator Loss: 1.1538
Epoch 2/2 Batch 42/469... Discriminator Loss: 0.5747... Generator Loss: 1.1693 Epoch 2/2 Batch 52/469... Discriminator Loss: 0.2870... Generator Loss: 2.4210 Epoch 2/2 Batch 62/469... Discriminator Loss: 0.2252... Generator Loss: 2.3610 Epoch 2/2 Batch 72/469... Discriminator Loss: 0.1814... Generator Loss: 3.0147 Epoch 2/2 Batch 82/469... Discriminator Loss: 0.1368... Generator Loss: 2.7805 Epoch 2/2 Batch 92/469... Discriminator Loss: 0.1586... Generator Loss: 2.6264 Epoch 2/2 Batch 102/469... Discriminator Loss: 0.1238... Generator Loss: 3.2263 Epoch 2/2 Batch 112/469... Discriminator Loss: 0.0723... Generator Loss: 3.8006 Epoch 2/2 Batch 122/469... Discriminator Loss: 0.4937... Generator Loss: 4.9834 Epoch 2/2 Batch 132/469... Discriminator Loss: 0.5329... Generator Loss: 1.4532
Epoch 2/2 Batch 142/469... Discriminator Loss: 1.2976... Generator Loss: 0.7672 Epoch 2/2 Batch 152/469... Discriminator Loss: 0.4248... Generator Loss: 2.1029 Epoch 2/2 Batch 162/469... Discriminator Loss: 0.3554... Generator Loss: 1.6209 Epoch 2/2 Batch 172/469... Discriminator Loss: 0.2499... Generator Loss: 2.0900 Epoch 2/2 Batch 182/469... Discriminator Loss: 0.2186... Generator Loss: 2.3867 Epoch 2/2 Batch 192/469... Discriminator Loss: 0.2678... Generator Loss: 2.0116 Epoch 2/2 Batch 202/469... Discriminator Loss: 0.2033... Generator Loss: 2.7920 Epoch 2/2 Batch 212/469... Discriminator Loss: 0.1637... Generator Loss: 2.6328 Epoch 2/2 Batch 222/469... Discriminator Loss: 0.1439... Generator Loss: 2.6231 Epoch 2/2 Batch 232/469... Discriminator Loss: 0.1483... Generator Loss: 2.5971
Epoch 2/2 Batch 242/469... Discriminator Loss: 0.1918... Generator Loss: 2.1754 Epoch 2/2 Batch 252/469... Discriminator Loss: 0.1392... Generator Loss: 3.0990 Epoch 2/2 Batch 262/469... Discriminator Loss: 0.1445... Generator Loss: 2.5714 Epoch 2/2 Batch 272/469... Discriminator Loss: 1.6170... Generator Loss: 2.3008 Epoch 2/2 Batch 282/469... Discriminator Loss: 1.9689... Generator Loss: 5.1268 Epoch 2/2 Batch 292/469... Discriminator Loss: 0.6605... Generator Loss: 1.2792 Epoch 2/2 Batch 302/469... Discriminator Loss: 1.0842... Generator Loss: 0.6482 Epoch 2/2 Batch 312/469... Discriminator Loss: 0.7603... Generator Loss: 0.8563 Epoch 2/2 Batch 322/469... Discriminator Loss: 0.4169... Generator Loss: 1.6791 Epoch 2/2 Batch 332/469... Discriminator Loss: 0.2775... Generator Loss: 2.0030
Epoch 2/2 Batch 342/469... Discriminator Loss: 0.2603... Generator Loss: 2.0885 Epoch 2/2 Batch 352/469... Discriminator Loss: 0.2569... Generator Loss: 2.0814 Epoch 2/2 Batch 362/469... Discriminator Loss: 0.2161... Generator Loss: 2.3699 Epoch 2/2 Batch 372/469... Discriminator Loss: 0.1312... Generator Loss: 2.8338 Epoch 2/2 Batch 382/469... Discriminator Loss: 0.1164... Generator Loss: 3.1886 Epoch 2/2 Batch 392/469... Discriminator Loss: 0.1716... Generator Loss: 2.3939 Epoch 2/2 Batch 402/469... Discriminator Loss: 0.1830... Generator Loss: 2.5341 Epoch 2/2 Batch 412/469... Discriminator Loss: 0.1588... Generator Loss: 2.6110 Epoch 2/2 Batch 422/469... Discriminator Loss: 0.1067... Generator Loss: 3.2803 Epoch 2/2 Batch 432/469... Discriminator Loss: 0.0821... Generator Loss: 3.6532
Epoch 2/2 Batch 442/469... Discriminator Loss: 0.1001... Generator Loss: 3.5203 Epoch 2/2 Batch 452/469... Discriminator Loss: 1.1622... Generator Loss: 3.5862 Epoch 2/2 Batch 462/469... Discriminator Loss: 2.8575... Generator Loss: 7.6113
在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。
# celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
# print(celeba_dataset.shape) # => (202599, 28, 28, 3)
# print(celeba_dataset.image_mode) # => RGB
batch_size = 64
z_dim = 200
learning_rate = 0.001
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/5 Batch 10/3166... Discriminator Loss: 0.3102... Generator Loss: 3.2074 Epoch 1/5 Batch 20/3166... Discriminator Loss: 5.6237... Generator Loss: 0.2373 Epoch 1/5 Batch 30/3166... Discriminator Loss: 0.3167... Generator Loss: 13.3016 Epoch 1/5 Batch 40/3166... Discriminator Loss: 0.2502... Generator Loss: 3.8342 Epoch 1/5 Batch 50/3166... Discriminator Loss: 0.8028... Generator Loss: 0.9192 Epoch 1/5 Batch 60/3166... Discriminator Loss: 0.2187... Generator Loss: 2.8552 Epoch 1/5 Batch 70/3166... Discriminator Loss: 1.2090... Generator Loss: 0.5221 Epoch 1/5 Batch 80/3166... Discriminator Loss: 0.2594... Generator Loss: 9.1774 Epoch 1/5 Batch 90/3166... Discriminator Loss: 0.6313... Generator Loss: 0.9891 Epoch 1/5 Batch 100/3166... Discriminator Loss: 0.6758... Generator Loss: 8.8822
Epoch 1/5 Batch 110/3166... Discriminator Loss: 0.8531... Generator Loss: 0.7821 Epoch 1/5 Batch 120/3166... Discriminator Loss: 1.8129... Generator Loss: 0.2775 Epoch 1/5 Batch 130/3166... Discriminator Loss: 1.6992... Generator Loss: 0.2526 Epoch 1/5 Batch 140/3166... Discriminator Loss: 0.3530... Generator Loss: 5.6309 Epoch 1/5 Batch 150/3166... Discriminator Loss: 0.1150... Generator Loss: 6.5006 Epoch 1/5 Batch 160/3166... Discriminator Loss: 0.2934... Generator Loss: 1.9743 Epoch 1/5 Batch 170/3166... Discriminator Loss: 0.1009... Generator Loss: 4.1225 Epoch 1/5 Batch 180/3166... Discriminator Loss: 2.3695... Generator Loss: 0.1160 Epoch 1/5 Batch 190/3166... Discriminator Loss: 0.1748... Generator Loss: 2.8530 Epoch 1/5 Batch 200/3166... Discriminator Loss: 0.1733... Generator Loss: 2.8576
Epoch 1/5 Batch 210/3166... Discriminator Loss: 0.6192... Generator Loss: 1.0515 Epoch 1/5 Batch 220/3166... Discriminator Loss: 0.0842... Generator Loss: 4.5869 Epoch 1/5 Batch 230/3166... Discriminator Loss: 0.2755... Generator Loss: 2.5110 Epoch 1/5 Batch 240/3166... Discriminator Loss: 0.1926... Generator Loss: 5.3017 Epoch 1/5 Batch 250/3166... Discriminator Loss: 0.2211... Generator Loss: 2.8155 Epoch 1/5 Batch 260/3166... Discriminator Loss: 1.5023... Generator Loss: 0.3546 Epoch 1/5 Batch 270/3166... Discriminator Loss: 0.3131... Generator Loss: 2.1330 Epoch 1/5 Batch 280/3166... Discriminator Loss: 0.3084... Generator Loss: 2.6051 Epoch 1/5 Batch 290/3166... Discriminator Loss: 0.1641... Generator Loss: 4.1145 Epoch 1/5 Batch 300/3166... Discriminator Loss: 1.4274... Generator Loss: 8.6474
Epoch 1/5 Batch 310/3166... Discriminator Loss: 0.1521... Generator Loss: 3.5612 Epoch 1/5 Batch 320/3166... Discriminator Loss: 1.4543... Generator Loss: 0.3955 Epoch 1/5 Batch 330/3166... Discriminator Loss: 0.3572... Generator Loss: 8.8821 Epoch 1/5 Batch 340/3166... Discriminator Loss: 0.2004... Generator Loss: 2.5864 Epoch 1/5 Batch 350/3166... Discriminator Loss: 0.3010... Generator Loss: 2.3100 Epoch 1/5 Batch 360/3166... Discriminator Loss: 0.6695... Generator Loss: 1.1725 Epoch 1/5 Batch 370/3166... Discriminator Loss: 0.1273... Generator Loss: 3.5492 Epoch 1/5 Batch 380/3166... Discriminator Loss: 0.0878... Generator Loss: 6.7740 Epoch 1/5 Batch 390/3166... Discriminator Loss: 0.2903... Generator Loss: 5.2892 Epoch 1/5 Batch 400/3166... Discriminator Loss: 0.8862... Generator Loss: 1.6445
Epoch 1/5 Batch 410/3166... Discriminator Loss: 0.5249... Generator Loss: 6.6362 Epoch 1/5 Batch 420/3166... Discriminator Loss: 1.2290... Generator Loss: 0.5339 Epoch 1/5 Batch 430/3166... Discriminator Loss: 0.2649... Generator Loss: 6.8795 Epoch 1/5 Batch 440/3166... Discriminator Loss: 0.2143... Generator Loss: 6.4961 Epoch 1/5 Batch 450/3166... Discriminator Loss: 0.1740... Generator Loss: 7.2991 Epoch 1/5 Batch 460/3166... Discriminator Loss: 0.2406... Generator Loss: 2.8800 Epoch 1/5 Batch 470/3166... Discriminator Loss: 0.8326... Generator Loss: 0.8172 Epoch 1/5 Batch 480/3166... Discriminator Loss: 4.3370... Generator Loss: 2.4448 Epoch 1/5 Batch 490/3166... Discriminator Loss: 1.1215... Generator Loss: 1.5680 Epoch 1/5 Batch 500/3166... Discriminator Loss: 0.7643... Generator Loss: 1.6494
Epoch 1/5 Batch 510/3166... Discriminator Loss: 1.4988... Generator Loss: 0.7206 Epoch 1/5 Batch 520/3166... Discriminator Loss: 0.6177... Generator Loss: 1.7514 Epoch 1/5 Batch 530/3166... Discriminator Loss: 1.6236... Generator Loss: 2.2372 Epoch 1/5 Batch 540/3166... Discriminator Loss: 0.3944... Generator Loss: 2.5380 Epoch 1/5 Batch 550/3166... Discriminator Loss: 1.0700... Generator Loss: 0.8585 Epoch 1/5 Batch 560/3166... Discriminator Loss: 2.2392... Generator Loss: 0.1897 Epoch 1/5 Batch 570/3166... Discriminator Loss: 0.3488... Generator Loss: 4.2978 Epoch 1/5 Batch 580/3166... Discriminator Loss: 0.2025... Generator Loss: 3.5593 Epoch 1/5 Batch 590/3166... Discriminator Loss: 0.1665... Generator Loss: 4.8634 Epoch 1/5 Batch 600/3166... Discriminator Loss: 0.2524... Generator Loss: 4.5957
Epoch 1/5 Batch 610/3166... Discriminator Loss: 0.4164... Generator Loss: 2.9503 Epoch 1/5 Batch 620/3166... Discriminator Loss: 0.4428... Generator Loss: 1.5454 Epoch 1/5 Batch 630/3166... Discriminator Loss: 0.6595... Generator Loss: 1.5575 Epoch 1/5 Batch 640/3166... Discriminator Loss: 0.3864... Generator Loss: 2.3137 Epoch 1/5 Batch 650/3166... Discriminator Loss: 0.8668... Generator Loss: 5.9272 Epoch 1/5 Batch 660/3166... Discriminator Loss: 1.2259... Generator Loss: 1.2199 Epoch 1/5 Batch 670/3166... Discriminator Loss: 0.8538... Generator Loss: 3.0857 Epoch 1/5 Batch 680/3166... Discriminator Loss: 0.7935... Generator Loss: 0.9516 Epoch 1/5 Batch 690/3166... Discriminator Loss: 0.7630... Generator Loss: 1.2364 Epoch 1/5 Batch 700/3166... Discriminator Loss: 0.7266... Generator Loss: 1.1935
Epoch 1/5 Batch 710/3166... Discriminator Loss: 1.0152... Generator Loss: 0.7378 Epoch 1/5 Batch 720/3166... Discriminator Loss: 2.3418... Generator Loss: 0.9006 Epoch 1/5 Batch 730/3166... Discriminator Loss: 0.3503... Generator Loss: 5.7800 Epoch 1/5 Batch 740/3166... Discriminator Loss: 0.4876... Generator Loss: 1.7141 Epoch 1/5 Batch 750/3166... Discriminator Loss: 0.4926... Generator Loss: 3.2314 Epoch 1/5 Batch 760/3166... Discriminator Loss: 0.4846... Generator Loss: 1.3818 Epoch 1/5 Batch 770/3166... Discriminator Loss: 1.0584... Generator Loss: 0.7560 Epoch 1/5 Batch 780/3166... Discriminator Loss: 0.2283... Generator Loss: 3.3892 Epoch 1/5 Batch 790/3166... Discriminator Loss: 0.1777... Generator Loss: 4.0875 Epoch 1/5 Batch 800/3166... Discriminator Loss: 0.5206... Generator Loss: 3.0098
Epoch 1/5 Batch 810/3166... Discriminator Loss: 0.7702... Generator Loss: 0.9532 Epoch 1/5 Batch 820/3166... Discriminator Loss: 0.5478... Generator Loss: 1.5843 Epoch 1/5 Batch 830/3166... Discriminator Loss: 0.6275... Generator Loss: 5.9460 Epoch 1/5 Batch 840/3166... Discriminator Loss: 1.5219... Generator Loss: 1.8140 Epoch 1/5 Batch 850/3166... Discriminator Loss: 0.4028... Generator Loss: 4.1394 Epoch 1/5 Batch 860/3166... Discriminator Loss: 1.8999... Generator Loss: 0.3523 Epoch 1/5 Batch 870/3166... Discriminator Loss: 0.4338... Generator Loss: 2.0614 Epoch 1/5 Batch 880/3166... Discriminator Loss: 0.2162... Generator Loss: 3.3508 Epoch 1/5 Batch 890/3166... Discriminator Loss: 0.3904... Generator Loss: 2.5255 Epoch 1/5 Batch 900/3166... Discriminator Loss: 0.3937... Generator Loss: 2.5115
Epoch 1/5 Batch 910/3166... Discriminator Loss: 1.0195... Generator Loss: 3.3233 Epoch 1/5 Batch 920/3166... Discriminator Loss: 1.7021... Generator Loss: 2.3684 Epoch 1/5 Batch 930/3166... Discriminator Loss: 0.6126... Generator Loss: 2.3215 Epoch 1/5 Batch 940/3166... Discriminator Loss: 0.6282... Generator Loss: 2.0128 Epoch 1/5 Batch 950/3166... Discriminator Loss: 1.7066... Generator Loss: 0.3935 Epoch 1/5 Batch 960/3166... Discriminator Loss: 0.8219... Generator Loss: 1.5008 Epoch 1/5 Batch 970/3166... Discriminator Loss: 0.7119... Generator Loss: 2.8436 Epoch 1/5 Batch 980/3166... Discriminator Loss: 1.3959... Generator Loss: 0.4595 Epoch 1/5 Batch 990/3166... Discriminator Loss: 0.4515... Generator Loss: 2.0938 Epoch 1/5 Batch 1000/3166... Discriminator Loss: 1.3232... Generator Loss: 3.6344
Epoch 1/5 Batch 1010/3166... Discriminator Loss: 0.7660... Generator Loss: 3.7498 Epoch 1/5 Batch 1020/3166... Discriminator Loss: 0.5415... Generator Loss: 2.8236 Epoch 1/5 Batch 1030/3166... Discriminator Loss: 0.4603... Generator Loss: 1.8171 Epoch 1/5 Batch 1040/3166... Discriminator Loss: 3.1228... Generator Loss: 1.7701 Epoch 1/5 Batch 1050/3166... Discriminator Loss: 0.8413... Generator Loss: 2.1233 Epoch 1/5 Batch 1060/3166... Discriminator Loss: 2.7827... Generator Loss: 2.6506 Epoch 1/5 Batch 1070/3166... Discriminator Loss: 0.9537... Generator Loss: 1.6416 Epoch 1/5 Batch 1080/3166... Discriminator Loss: 0.8725... Generator Loss: 1.9721 Epoch 1/5 Batch 1090/3166... Discriminator Loss: 0.9362... Generator Loss: 0.9187 Epoch 1/5 Batch 1100/3166... Discriminator Loss: 0.6239... Generator Loss: 2.6475
Epoch 1/5 Batch 1110/3166... Discriminator Loss: 1.1236... Generator Loss: 1.8940 Epoch 1/5 Batch 1120/3166... Discriminator Loss: 1.8460... Generator Loss: 0.3093 Epoch 1/5 Batch 1130/3166... Discriminator Loss: 1.0652... Generator Loss: 0.6789 Epoch 1/5 Batch 1140/3166... Discriminator Loss: 0.3645... Generator Loss: 3.9791 Epoch 1/5 Batch 1150/3166... Discriminator Loss: 1.3525... Generator Loss: 4.4172 Epoch 1/5 Batch 1160/3166... Discriminator Loss: 0.8545... Generator Loss: 1.9963 Epoch 1/5 Batch 1170/3166... Discriminator Loss: 0.3405... Generator Loss: 3.2415 Epoch 1/5 Batch 1180/3166... Discriminator Loss: 1.7276... Generator Loss: 0.9975 Epoch 1/5 Batch 1190/3166... Discriminator Loss: 1.3255... Generator Loss: 0.9130 Epoch 1/5 Batch 1200/3166... Discriminator Loss: 1.5185... Generator Loss: 0.4495
Epoch 1/5 Batch 1210/3166... Discriminator Loss: 1.4820... Generator Loss: 0.5560 Epoch 1/5 Batch 1220/3166... Discriminator Loss: 0.3241... Generator Loss: 2.5718 Epoch 1/5 Batch 1230/3166... Discriminator Loss: 1.8005... Generator Loss: 7.5389 Epoch 1/5 Batch 1240/3166... Discriminator Loss: 0.3683... Generator Loss: 4.5797 Epoch 1/5 Batch 1250/3166... Discriminator Loss: 0.8495... Generator Loss: 0.8309 Epoch 1/5 Batch 1260/3166... Discriminator Loss: 0.1716... Generator Loss: 5.9301 Epoch 1/5 Batch 1270/3166... Discriminator Loss: 0.1265... Generator Loss: 8.4862 Epoch 1/5 Batch 1280/3166... Discriminator Loss: 0.6572... Generator Loss: 2.5791 Epoch 1/5 Batch 1290/3166... Discriminator Loss: 0.9460... Generator Loss: 1.0289 Epoch 1/5 Batch 1300/3166... Discriminator Loss: 2.4244... Generator Loss: 0.4186
Epoch 1/5 Batch 1310/3166... Discriminator Loss: 0.7878... Generator Loss: 6.2953 Epoch 1/5 Batch 1320/3166... Discriminator Loss: 1.2186... Generator Loss: 0.6432 Epoch 1/5 Batch 1330/3166... Discriminator Loss: 1.3085... Generator Loss: 4.2539 Epoch 1/5 Batch 1340/3166... Discriminator Loss: 0.4387... Generator Loss: 2.8440 Epoch 1/5 Batch 1350/3166... Discriminator Loss: 0.9157... Generator Loss: 0.9878 Epoch 1/5 Batch 1360/3166... Discriminator Loss: 0.8311... Generator Loss: 4.5568 Epoch 1/5 Batch 1370/3166... Discriminator Loss: 0.5970... Generator Loss: 7.0205 Epoch 1/5 Batch 1380/3166... Discriminator Loss: 0.5189... Generator Loss: 1.9723 Epoch 1/5 Batch 1390/3166... Discriminator Loss: 0.7641... Generator Loss: 1.2197 Epoch 1/5 Batch 1400/3166... Discriminator Loss: 0.1251... Generator Loss: 8.0044
Epoch 1/5 Batch 1410/3166... Discriminator Loss: 0.4959... Generator Loss: 2.4421 Epoch 1/5 Batch 1420/3166... Discriminator Loss: 1.6829... Generator Loss: 0.4253 Epoch 1/5 Batch 1430/3166... Discriminator Loss: 0.5393... Generator Loss: 1.5881 Epoch 1/5 Batch 1440/3166... Discriminator Loss: 0.3910... Generator Loss: 4.7427 Epoch 1/5 Batch 1450/3166... Discriminator Loss: 0.8099... Generator Loss: 0.9549 Epoch 1/5 Batch 1460/3166... Discriminator Loss: 1.1913... Generator Loss: 2.3661 Epoch 1/5 Batch 1470/3166... Discriminator Loss: 0.6987... Generator Loss: 1.1934 Epoch 1/5 Batch 1480/3166... Discriminator Loss: 1.0970... Generator Loss: 0.9683 Epoch 1/5 Batch 1490/3166... Discriminator Loss: 0.8432... Generator Loss: 1.1426 Epoch 1/5 Batch 1500/3166... Discriminator Loss: 0.3381... Generator Loss: 4.4314
Epoch 1/5 Batch 1510/3166... Discriminator Loss: 0.8664... Generator Loss: 2.6557 Epoch 1/5 Batch 1520/3166... Discriminator Loss: 0.3382... Generator Loss: 3.1332 Epoch 1/5 Batch 1530/3166... Discriminator Loss: 1.3586... Generator Loss: 0.5177 Epoch 1/5 Batch 1540/3166... Discriminator Loss: 0.3535... Generator Loss: 3.2850 Epoch 1/5 Batch 1550/3166... Discriminator Loss: 0.9089... Generator Loss: 0.8573 Epoch 1/5 Batch 1560/3166... Discriminator Loss: 0.8749... Generator Loss: 1.1871 Epoch 1/5 Batch 1570/3166... Discriminator Loss: 0.1719... Generator Loss: 6.1273 Epoch 1/5 Batch 1580/3166... Discriminator Loss: 5.6435... Generator Loss: 1.8607 Epoch 1/5 Batch 1590/3166... Discriminator Loss: 1.1349... Generator Loss: 0.8573 Epoch 1/5 Batch 1600/3166... Discriminator Loss: 1.9953... Generator Loss: 4.5997
Epoch 1/5 Batch 1610/3166... Discriminator Loss: 0.8000... Generator Loss: 1.0785 Epoch 1/5 Batch 1620/3166... Discriminator Loss: 2.7339... Generator Loss: 4.2264 Epoch 1/5 Batch 1630/3166... Discriminator Loss: 0.6057... Generator Loss: 2.2949 Epoch 1/5 Batch 1640/3166... Discriminator Loss: 1.0622... Generator Loss: 0.7400 Epoch 1/5 Batch 1650/3166... Discriminator Loss: 0.3765... Generator Loss: 2.1868 Epoch 1/5 Batch 1660/3166... Discriminator Loss: 0.3182... Generator Loss: 3.9047 Epoch 1/5 Batch 1670/3166... Discriminator Loss: 0.2588... Generator Loss: 4.4634 Epoch 1/5 Batch 1680/3166... Discriminator Loss: 1.0390... Generator Loss: 1.1100 Epoch 1/5 Batch 1690/3166... Discriminator Loss: 1.3914... Generator Loss: 0.5397 Epoch 1/5 Batch 1700/3166... Discriminator Loss: 0.5353... Generator Loss: 1.7469
Epoch 1/5 Batch 1710/3166... Discriminator Loss: 0.8715... Generator Loss: 0.9379 Epoch 1/5 Batch 1720/3166... Discriminator Loss: 0.5237... Generator Loss: 1.5734 Epoch 1/5 Batch 1730/3166... Discriminator Loss: 0.6345... Generator Loss: 1.5230 Epoch 1/5 Batch 1740/3166... Discriminator Loss: 0.4853... Generator Loss: 1.8180 Epoch 1/5 Batch 1750/3166... Discriminator Loss: 2.3483... Generator Loss: 2.4630 Epoch 1/5 Batch 1760/3166... Discriminator Loss: 0.2934... Generator Loss: 2.6407 Epoch 1/5 Batch 1770/3166... Discriminator Loss: 0.2937... Generator Loss: 4.9189 Epoch 1/5 Batch 1780/3166... Discriminator Loss: 0.6771... Generator Loss: 4.0757 Epoch 1/5 Batch 1790/3166... Discriminator Loss: 0.1217... Generator Loss: 5.1635 Epoch 1/5 Batch 1800/3166... Discriminator Loss: 1.7165... Generator Loss: 3.7397
Epoch 1/5 Batch 1810/3166... Discriminator Loss: 0.3394... Generator Loss: 2.6952 Epoch 1/5 Batch 1820/3166... Discriminator Loss: 0.8346... Generator Loss: 1.9551 Epoch 1/5 Batch 1830/3166... Discriminator Loss: 1.0991... Generator Loss: 1.0457 Epoch 1/5 Batch 1840/3166... Discriminator Loss: 1.9907... Generator Loss: 1.7423 Epoch 1/5 Batch 1850/3166... Discriminator Loss: 0.6609... Generator Loss: 1.2560 Epoch 1/5 Batch 1860/3166... Discriminator Loss: 0.9157... Generator Loss: 0.7622 Epoch 1/5 Batch 1870/3166... Discriminator Loss: 1.1696... Generator Loss: 1.8127 Epoch 1/5 Batch 1880/3166... Discriminator Loss: 1.0486... Generator Loss: 0.8845 Epoch 1/5 Batch 1890/3166... Discriminator Loss: 0.7865... Generator Loss: 1.2758 Epoch 1/5 Batch 1900/3166... Discriminator Loss: 1.3910... Generator Loss: 3.8055
Epoch 1/5 Batch 1910/3166... Discriminator Loss: 0.5515... Generator Loss: 3.1347 Epoch 1/5 Batch 1920/3166... Discriminator Loss: 1.5330... Generator Loss: 0.3784 Epoch 1/5 Batch 1930/3166... Discriminator Loss: 0.2285... Generator Loss: 3.8167 Epoch 1/5 Batch 1940/3166... Discriminator Loss: 0.4306... Generator Loss: 1.9562 Epoch 1/5 Batch 1950/3166... Discriminator Loss: 1.7540... Generator Loss: 2.7281 Epoch 1/5 Batch 1960/3166... Discriminator Loss: 1.2680... Generator Loss: 0.5408 Epoch 1/5 Batch 1970/3166... Discriminator Loss: 0.3201... Generator Loss: 3.2064 Epoch 1/5 Batch 1980/3166... Discriminator Loss: 1.2394... Generator Loss: 0.4903 Epoch 1/5 Batch 1990/3166... Discriminator Loss: 0.4911... Generator Loss: 2.1482 Epoch 1/5 Batch 2000/3166... Discriminator Loss: 0.2870... Generator Loss: 3.1437
Epoch 1/5 Batch 2010/3166... Discriminator Loss: 0.9807... Generator Loss: 1.6192 Epoch 1/5 Batch 2020/3166... Discriminator Loss: 0.2502... Generator Loss: 5.0136 Epoch 1/5 Batch 2030/3166... Discriminator Loss: 4.8613... Generator Loss: 4.7091 Epoch 1/5 Batch 2040/3166... Discriminator Loss: 1.7802... Generator Loss: 0.3436 Epoch 1/5 Batch 2050/3166... Discriminator Loss: 0.3567... Generator Loss: 2.6329 Epoch 1/5 Batch 2060/3166... Discriminator Loss: 1.0376... Generator Loss: 1.5010 Epoch 1/5 Batch 2070/3166... Discriminator Loss: 0.5008... Generator Loss: 1.8196 Epoch 1/5 Batch 2080/3166... Discriminator Loss: 1.4291... Generator Loss: 4.1952 Epoch 1/5 Batch 2090/3166... Discriminator Loss: 1.1226... Generator Loss: 0.9031 Epoch 1/5 Batch 2100/3166... Discriminator Loss: 0.9347... Generator Loss: 0.8111
Epoch 1/5 Batch 2110/3166... Discriminator Loss: 1.0228... Generator Loss: 0.9343 Epoch 1/5 Batch 2120/3166... Discriminator Loss: 1.1230... Generator Loss: 0.5848 Epoch 1/5 Batch 2130/3166... Discriminator Loss: 0.9191... Generator Loss: 1.2224 Epoch 1/5 Batch 2140/3166... Discriminator Loss: 0.7129... Generator Loss: 3.7336 Epoch 1/5 Batch 2150/3166... Discriminator Loss: 0.3543... Generator Loss: 3.2583 Epoch 1/5 Batch 2160/3166... Discriminator Loss: 2.5246... Generator Loss: 0.8659 Epoch 1/5 Batch 2170/3166... Discriminator Loss: 1.4580... Generator Loss: 0.4849 Epoch 1/5 Batch 2180/3166... Discriminator Loss: 0.8312... Generator Loss: 1.0225 Epoch 1/5 Batch 2190/3166... Discriminator Loss: 1.1763... Generator Loss: 1.6037 Epoch 1/5 Batch 2200/3166... Discriminator Loss: 1.1434... Generator Loss: 0.7076
Epoch 1/5 Batch 2210/3166... Discriminator Loss: 0.5953... Generator Loss: 1.4351 Epoch 1/5 Batch 2220/3166... Discriminator Loss: 0.7649... Generator Loss: 1.5864 Epoch 1/5 Batch 2230/3166... Discriminator Loss: 0.5330... Generator Loss: 1.7976 Epoch 1/5 Batch 2240/3166... Discriminator Loss: 1.3244... Generator Loss: 1.7505 Epoch 1/5 Batch 2250/3166... Discriminator Loss: 0.2442... Generator Loss: 5.9195 Epoch 1/5 Batch 2260/3166... Discriminator Loss: 0.4856... Generator Loss: 3.4338 Epoch 1/5 Batch 2270/3166... Discriminator Loss: 0.5759... Generator Loss: 1.4369 Epoch 1/5 Batch 2280/3166... Discriminator Loss: 2.1030... Generator Loss: 2.8467 Epoch 1/5 Batch 2290/3166... Discriminator Loss: 1.7017... Generator Loss: 3.0804 Epoch 1/5 Batch 2300/3166... Discriminator Loss: 1.0851... Generator Loss: 0.8729
Epoch 1/5 Batch 2310/3166... Discriminator Loss: 0.4877... Generator Loss: 1.7940 Epoch 1/5 Batch 2320/3166... Discriminator Loss: 0.6522... Generator Loss: 2.5904 Epoch 1/5 Batch 2330/3166... Discriminator Loss: 1.0092... Generator Loss: 2.6971 Epoch 1/5 Batch 2340/3166... Discriminator Loss: 0.2070... Generator Loss: 4.3634 Epoch 1/5 Batch 2350/3166... Discriminator Loss: 1.2105... Generator Loss: 0.6572 Epoch 1/5 Batch 2360/3166... Discriminator Loss: 2.0088... Generator Loss: 0.3947 Epoch 1/5 Batch 2370/3166... Discriminator Loss: 0.7588... Generator Loss: 2.6056 Epoch 1/5 Batch 2380/3166... Discriminator Loss: 1.7818... Generator Loss: 0.2485 Epoch 1/5 Batch 2390/3166... Discriminator Loss: 0.6824... Generator Loss: 2.6047 Epoch 1/5 Batch 2400/3166... Discriminator Loss: 0.8174... Generator Loss: 1.6230
Epoch 1/5 Batch 2410/3166... Discriminator Loss: 0.5156... Generator Loss: 4.1891 Epoch 1/5 Batch 2420/3166... Discriminator Loss: 0.6901... Generator Loss: 3.0274 Epoch 1/5 Batch 2430/3166... Discriminator Loss: 0.1655... Generator Loss: 4.4581 Epoch 1/5 Batch 2440/3166... Discriminator Loss: 0.8659... Generator Loss: 0.8834 Epoch 1/5 Batch 2450/3166... Discriminator Loss: 0.6083... Generator Loss: 1.4559 Epoch 1/5 Batch 2460/3166... Discriminator Loss: 1.2067... Generator Loss: 2.9229 Epoch 1/5 Batch 2470/3166... Discriminator Loss: 0.7305... Generator Loss: 0.9918 Epoch 1/5 Batch 2480/3166... Discriminator Loss: 0.4003... Generator Loss: 2.9486 Epoch 1/5 Batch 2490/3166... Discriminator Loss: 0.4780... Generator Loss: 1.6551 Epoch 1/5 Batch 2500/3166... Discriminator Loss: 0.8137... Generator Loss: 1.1408
Epoch 1/5 Batch 2510/3166... Discriminator Loss: 0.3263... Generator Loss: 1.8449 Epoch 1/5 Batch 2520/3166... Discriminator Loss: 0.7646... Generator Loss: 1.2592 Epoch 1/5 Batch 2530/3166... Discriminator Loss: 0.2528... Generator Loss: 3.7777 Epoch 1/5 Batch 2540/3166... Discriminator Loss: 0.7376... Generator Loss: 5.0094 Epoch 1/5 Batch 2550/3166... Discriminator Loss: 3.4980... Generator Loss: 0.1805 Epoch 1/5 Batch 2560/3166... Discriminator Loss: 1.3981... Generator Loss: 0.6056 Epoch 1/5 Batch 2570/3166... Discriminator Loss: 1.4992... Generator Loss: 0.5208 Epoch 1/5 Batch 2580/3166... Discriminator Loss: 1.0793... Generator Loss: 0.9765 Epoch 1/5 Batch 2590/3166... Discriminator Loss: 0.8065... Generator Loss: 2.4696 Epoch 1/5 Batch 2600/3166... Discriminator Loss: 0.8968... Generator Loss: 2.8323
Epoch 1/5 Batch 2610/3166... Discriminator Loss: 0.8676... Generator Loss: 1.3317 Epoch 1/5 Batch 2620/3166... Discriminator Loss: 0.8308... Generator Loss: 1.8506 Epoch 1/5 Batch 2630/3166... Discriminator Loss: 1.0598... Generator Loss: 0.8451 Epoch 1/5 Batch 2640/3166... Discriminator Loss: 0.9691... Generator Loss: 1.1436 Epoch 1/5 Batch 2650/3166... Discriminator Loss: 2.1165... Generator Loss: 0.2538 Epoch 1/5 Batch 2660/3166... Discriminator Loss: 0.5346... Generator Loss: 1.6330 Epoch 1/5 Batch 2670/3166... Discriminator Loss: 0.7801... Generator Loss: 2.7205 Epoch 1/5 Batch 2680/3166... Discriminator Loss: 1.4846... Generator Loss: 0.3860 Epoch 1/5 Batch 2690/3166... Discriminator Loss: 0.7180... Generator Loss: 0.9940 Epoch 1/5 Batch 2700/3166... Discriminator Loss: 0.5309... Generator Loss: 1.4506
Epoch 1/5 Batch 2710/3166... Discriminator Loss: 1.0894... Generator Loss: 0.7312 Epoch 1/5 Batch 2720/3166... Discriminator Loss: 1.3821... Generator Loss: 0.6064 Epoch 1/5 Batch 2730/3166... Discriminator Loss: 0.7695... Generator Loss: 1.4120 Epoch 1/5 Batch 2740/3166... Discriminator Loss: 0.7804... Generator Loss: 1.6183 Epoch 1/5 Batch 2750/3166... Discriminator Loss: 0.7342... Generator Loss: 1.3482 Epoch 1/5 Batch 2760/3166... Discriminator Loss: 1.0181... Generator Loss: 0.8297 Epoch 1/5 Batch 2770/3166... Discriminator Loss: 0.8424... Generator Loss: 1.4268 Epoch 1/5 Batch 2780/3166... Discriminator Loss: 0.9525... Generator Loss: 1.2844 Epoch 1/5 Batch 2790/3166... Discriminator Loss: 0.5358... Generator Loss: 1.9536 Epoch 1/5 Batch 2800/3166... Discriminator Loss: 0.6098... Generator Loss: 1.7268
Epoch 1/5 Batch 2810/3166... Discriminator Loss: 2.0548... Generator Loss: 2.7314 Epoch 1/5 Batch 2820/3166... Discriminator Loss: 0.8474... Generator Loss: 1.5877 Epoch 1/5 Batch 2830/3166... Discriminator Loss: 1.2379... Generator Loss: 2.0311 Epoch 1/5 Batch 2840/3166... Discriminator Loss: 0.9402... Generator Loss: 1.4884 Epoch 1/5 Batch 2850/3166... Discriminator Loss: 0.9214... Generator Loss: 1.3506 Epoch 1/5 Batch 2860/3166... Discriminator Loss: 1.1914... Generator Loss: 0.5455 Epoch 1/5 Batch 2870/3166... Discriminator Loss: 0.6220... Generator Loss: 1.9790 Epoch 1/5 Batch 2880/3166... Discriminator Loss: 0.7838... Generator Loss: 1.3000 Epoch 1/5 Batch 2890/3166... Discriminator Loss: 0.5720... Generator Loss: 2.9578 Epoch 1/5 Batch 2900/3166... Discriminator Loss: 0.4796... Generator Loss: 1.7181
Epoch 1/5 Batch 2910/3166... Discriminator Loss: 1.1354... Generator Loss: 0.6202 Epoch 1/5 Batch 2920/3166... Discriminator Loss: 0.7037... Generator Loss: 2.1047 Epoch 1/5 Batch 2930/3166... Discriminator Loss: 0.8218... Generator Loss: 1.6300 Epoch 1/5 Batch 2940/3166... Discriminator Loss: 0.6349... Generator Loss: 1.4874 Epoch 1/5 Batch 2950/3166... Discriminator Loss: 0.7777... Generator Loss: 2.7989 Epoch 1/5 Batch 2960/3166... Discriminator Loss: 0.7526... Generator Loss: 1.9910 Epoch 1/5 Batch 2970/3166... Discriminator Loss: 0.5831... Generator Loss: 1.2811 Epoch 1/5 Batch 2980/3166... Discriminator Loss: 0.5652... Generator Loss: 1.5931 Epoch 1/5 Batch 2990/3166... Discriminator Loss: 4.3238... Generator Loss: 0.8329 Epoch 1/5 Batch 3000/3166... Discriminator Loss: 1.6973... Generator Loss: 0.6533
Epoch 1/5 Batch 3010/3166... Discriminator Loss: 1.3035... Generator Loss: 0.7012 Epoch 1/5 Batch 3020/3166... Discriminator Loss: 0.8831... Generator Loss: 1.9846 Epoch 1/5 Batch 3030/3166... Discriminator Loss: 0.9623... Generator Loss: 0.8094 Epoch 1/5 Batch 3040/3166... Discriminator Loss: 1.3651... Generator Loss: 0.5001 Epoch 1/5 Batch 3050/3166... Discriminator Loss: 2.2444... Generator Loss: 2.3323 Epoch 1/5 Batch 3060/3166... Discriminator Loss: 1.0340... Generator Loss: 1.0390 Epoch 1/5 Batch 3070/3166... Discriminator Loss: 0.4554... Generator Loss: 1.8100 Epoch 1/5 Batch 3080/3166... Discriminator Loss: 1.8413... Generator Loss: 0.2662 Epoch 1/5 Batch 3090/3166... Discriminator Loss: 0.6745... Generator Loss: 2.0499 Epoch 1/5 Batch 3100/3166... Discriminator Loss: 1.1542... Generator Loss: 0.5878
Epoch 1/5 Batch 3110/3166... Discriminator Loss: 1.0552... Generator Loss: 1.8774 Epoch 1/5 Batch 3120/3166... Discriminator Loss: 0.6995... Generator Loss: 2.1157 Epoch 1/5 Batch 3130/3166... Discriminator Loss: 0.6600... Generator Loss: 1.3186 Epoch 1/5 Batch 3140/3166... Discriminator Loss: 0.5128... Generator Loss: 1.5270 Epoch 1/5 Batch 3150/3166... Discriminator Loss: 1.0788... Generator Loss: 0.5844 Epoch 1/5 Batch 3160/3166... Discriminator Loss: 1.3112... Generator Loss: 0.5406 Epoch 2/5 Batch 5/3166... Discriminator Loss: 1.3226... Generator Loss: 1.6414 Epoch 2/5 Batch 15/3166... Discriminator Loss: 0.7626... Generator Loss: 2.4101 Epoch 2/5 Batch 25/3166... Discriminator Loss: 0.9912... Generator Loss: 0.7591 Epoch 2/5 Batch 35/3166... Discriminator Loss: 0.9101... Generator Loss: 1.0379
Epoch 2/5 Batch 45/3166... Discriminator Loss: 0.7259... Generator Loss: 1.7059 Epoch 2/5 Batch 55/3166... Discriminator Loss: 1.1701... Generator Loss: 0.6621 Epoch 2/5 Batch 65/3166... Discriminator Loss: 1.0591... Generator Loss: 1.1991 Epoch 2/5 Batch 75/3166... Discriminator Loss: 0.9298... Generator Loss: 0.9928 Epoch 2/5 Batch 85/3166... Discriminator Loss: 0.5947... Generator Loss: 1.5173 Epoch 2/5 Batch 95/3166... Discriminator Loss: 0.8153... Generator Loss: 2.0566 Epoch 2/5 Batch 105/3166... Discriminator Loss: 1.7100... Generator Loss: 1.1949 Epoch 2/5 Batch 115/3166... Discriminator Loss: 0.8897... Generator Loss: 1.0156 Epoch 2/5 Batch 125/3166... Discriminator Loss: 0.8315... Generator Loss: 1.8008 Epoch 2/5 Batch 135/3166... Discriminator Loss: 1.6240... Generator Loss: 0.3421
Epoch 2/5 Batch 145/3166... Discriminator Loss: 0.6261... Generator Loss: 1.3122 Epoch 2/5 Batch 155/3166... Discriminator Loss: 1.1376... Generator Loss: 0.6153 Epoch 2/5 Batch 165/3166... Discriminator Loss: 1.1730... Generator Loss: 1.0136 Epoch 2/5 Batch 175/3166... Discriminator Loss: 0.9026... Generator Loss: 1.7324 Epoch 2/5 Batch 185/3166... Discriminator Loss: 1.2302... Generator Loss: 0.5583 Epoch 2/5 Batch 195/3166... Discriminator Loss: 0.4944... Generator Loss: 2.2812 Epoch 2/5 Batch 205/3166... Discriminator Loss: 1.0737... Generator Loss: 0.6597 Epoch 2/5 Batch 215/3166... Discriminator Loss: 1.2259... Generator Loss: 0.5640 Epoch 2/5 Batch 225/3166... Discriminator Loss: 1.0780... Generator Loss: 1.1394 Epoch 2/5 Batch 235/3166... Discriminator Loss: 1.5459... Generator Loss: 0.3487
Epoch 2/5 Batch 245/3166... Discriminator Loss: 0.5011... Generator Loss: 2.2585 Epoch 2/5 Batch 255/3166... Discriminator Loss: 0.9213... Generator Loss: 0.8211 Epoch 2/5 Batch 265/3166... Discriminator Loss: 1.0758... Generator Loss: 0.9409 Epoch 2/5 Batch 275/3166... Discriminator Loss: 0.7099... Generator Loss: 0.9300 Epoch 2/5 Batch 285/3166... Discriminator Loss: 0.6887... Generator Loss: 1.3775 Epoch 2/5 Batch 295/3166... Discriminator Loss: 1.2731... Generator Loss: 1.7048 Epoch 2/5 Batch 305/3166... Discriminator Loss: 1.0816... Generator Loss: 1.2086 Epoch 2/5 Batch 315/3166... Discriminator Loss: 1.7022... Generator Loss: 1.0893 Epoch 2/5 Batch 325/3166... Discriminator Loss: 1.6530... Generator Loss: 0.3408 Epoch 2/5 Batch 335/3166... Discriminator Loss: 1.1898... Generator Loss: 1.1338
Epoch 2/5 Batch 345/3166... Discriminator Loss: 1.0259... Generator Loss: 0.6984 Epoch 2/5 Batch 355/3166... Discriminator Loss: 0.9614... Generator Loss: 0.8508 Epoch 2/5 Batch 365/3166... Discriminator Loss: 1.0191... Generator Loss: 0.8828 Epoch 2/5 Batch 375/3166... Discriminator Loss: 0.9990... Generator Loss: 1.4913 Epoch 2/5 Batch 385/3166... Discriminator Loss: 0.8604... Generator Loss: 1.0150 Epoch 2/5 Batch 395/3166... Discriminator Loss: 1.0776... Generator Loss: 0.6490 Epoch 2/5 Batch 405/3166... Discriminator Loss: 1.1444... Generator Loss: 0.5011 Epoch 2/5 Batch 415/3166... Discriminator Loss: 0.8039... Generator Loss: 1.1352 Epoch 2/5 Batch 425/3166... Discriminator Loss: 0.7780... Generator Loss: 3.0427 Epoch 2/5 Batch 435/3166... Discriminator Loss: 1.5242... Generator Loss: 1.3390
Epoch 2/5 Batch 445/3166... Discriminator Loss: 1.3934... Generator Loss: 1.5853 Epoch 2/5 Batch 455/3166... Discriminator Loss: 0.9910... Generator Loss: 1.2480 Epoch 2/5 Batch 465/3166... Discriminator Loss: 1.2273... Generator Loss: 0.5608 Epoch 2/5 Batch 475/3166... Discriminator Loss: 0.5846... Generator Loss: 1.6450 Epoch 2/5 Batch 485/3166... Discriminator Loss: 0.8605... Generator Loss: 1.8111 Epoch 2/5 Batch 495/3166... Discriminator Loss: 0.9128... Generator Loss: 0.9847 Epoch 2/5 Batch 505/3166... Discriminator Loss: 1.2176... Generator Loss: 0.5706 Epoch 2/5 Batch 515/3166... Discriminator Loss: 0.8386... Generator Loss: 1.1036 Epoch 2/5 Batch 525/3166... Discriminator Loss: 1.2324... Generator Loss: 0.6557 Epoch 2/5 Batch 535/3166... Discriminator Loss: 1.0608... Generator Loss: 0.6777
Epoch 2/5 Batch 545/3166... Discriminator Loss: 1.3030... Generator Loss: 0.4779 Epoch 2/5 Batch 555/3166... Discriminator Loss: 0.9689... Generator Loss: 0.9858 Epoch 2/5 Batch 565/3166... Discriminator Loss: 0.9864... Generator Loss: 0.7195 Epoch 2/5 Batch 575/3166... Discriminator Loss: 0.9549... Generator Loss: 0.9763 Epoch 2/5 Batch 585/3166... Discriminator Loss: 0.9029... Generator Loss: 1.1572 Epoch 2/5 Batch 595/3166... Discriminator Loss: 1.1547... Generator Loss: 0.6040 Epoch 2/5 Batch 605/3166... Discriminator Loss: 0.9575... Generator Loss: 1.8714 Epoch 2/5 Batch 615/3166... Discriminator Loss: 0.7068... Generator Loss: 2.0077 Epoch 2/5 Batch 625/3166... Discriminator Loss: 1.3643... Generator Loss: 1.1492 Epoch 2/5 Batch 635/3166... Discriminator Loss: 1.1728... Generator Loss: 0.6062
Epoch 2/5 Batch 645/3166... Discriminator Loss: 1.0862... Generator Loss: 1.6166 Epoch 2/5 Batch 655/3166... Discriminator Loss: 1.4250... Generator Loss: 0.3919 Epoch 2/5 Batch 665/3166... Discriminator Loss: 1.2181... Generator Loss: 0.5553 Epoch 2/5 Batch 675/3166... Discriminator Loss: 0.8579... Generator Loss: 1.3563 Epoch 2/5 Batch 685/3166... Discriminator Loss: 0.5703... Generator Loss: 1.4824 Epoch 2/5 Batch 695/3166... Discriminator Loss: 1.0900... Generator Loss: 1.3125 Epoch 2/5 Batch 705/3166... Discriminator Loss: 1.5828... Generator Loss: 0.3654 Epoch 2/5 Batch 715/3166... Discriminator Loss: 1.0673... Generator Loss: 1.4420 Epoch 2/5 Batch 725/3166... Discriminator Loss: 0.8804... Generator Loss: 1.8424 Epoch 2/5 Batch 735/3166... Discriminator Loss: 0.9662... Generator Loss: 0.9864
Epoch 2/5 Batch 745/3166... Discriminator Loss: 1.2642... Generator Loss: 0.6197 Epoch 2/5 Batch 755/3166... Discriminator Loss: 0.9685... Generator Loss: 1.5375 Epoch 2/5 Batch 765/3166... Discriminator Loss: 0.8353... Generator Loss: 1.1108 Epoch 2/5 Batch 775/3166... Discriminator Loss: 1.2287... Generator Loss: 0.5435 Epoch 2/5 Batch 785/3166... Discriminator Loss: 0.5699... Generator Loss: 2.0206 Epoch 2/5 Batch 795/3166... Discriminator Loss: 0.9721... Generator Loss: 1.3167 Epoch 2/5 Batch 805/3166... Discriminator Loss: 1.0909... Generator Loss: 0.7619 Epoch 2/5 Batch 815/3166... Discriminator Loss: 0.9971... Generator Loss: 2.1133 Epoch 2/5 Batch 825/3166... Discriminator Loss: 1.0381... Generator Loss: 1.0429 Epoch 2/5 Batch 835/3166... Discriminator Loss: 1.2291... Generator Loss: 0.6645
Epoch 2/5 Batch 845/3166... Discriminator Loss: 0.7626... Generator Loss: 0.9315 Epoch 2/5 Batch 855/3166... Discriminator Loss: 0.8417... Generator Loss: 1.5669 Epoch 2/5 Batch 865/3166... Discriminator Loss: 0.7620... Generator Loss: 0.9157 Epoch 2/5 Batch 875/3166... Discriminator Loss: 0.7916... Generator Loss: 0.9385 Epoch 2/5 Batch 885/3166... Discriminator Loss: 1.0706... Generator Loss: 0.6059 Epoch 2/5 Batch 895/3166... Discriminator Loss: 1.9076... Generator Loss: 0.2110 Epoch 2/5 Batch 905/3166... Discriminator Loss: 0.9598... Generator Loss: 1.2118 Epoch 2/5 Batch 915/3166... Discriminator Loss: 1.1396... Generator Loss: 0.6410 Epoch 2/5 Batch 925/3166... Discriminator Loss: 0.9553... Generator Loss: 0.7976 Epoch 2/5 Batch 935/3166... Discriminator Loss: 1.1335... Generator Loss: 0.5695
Epoch 2/5 Batch 945/3166... Discriminator Loss: 1.2262... Generator Loss: 0.6149 Epoch 2/5 Batch 955/3166... Discriminator Loss: 1.5224... Generator Loss: 0.4231 Epoch 2/5 Batch 965/3166... Discriminator Loss: 1.0654... Generator Loss: 0.6173 Epoch 2/5 Batch 975/3166... Discriminator Loss: 1.2825... Generator Loss: 0.6068 Epoch 2/5 Batch 985/3166... Discriminator Loss: 1.2172... Generator Loss: 1.9294 Epoch 2/5 Batch 995/3166... Discriminator Loss: 0.5375... Generator Loss: 2.0420 Epoch 2/5 Batch 1005/3166... Discriminator Loss: 2.1105... Generator Loss: 2.5914 Epoch 2/5 Batch 1015/3166... Discriminator Loss: 0.8200... Generator Loss: 1.4947 Epoch 2/5 Batch 1025/3166... Discriminator Loss: 0.8299... Generator Loss: 1.1240 Epoch 2/5 Batch 1035/3166... Discriminator Loss: 0.5737... Generator Loss: 1.7962
Epoch 2/5 Batch 1045/3166... Discriminator Loss: 0.4977... Generator Loss: 2.1068 Epoch 2/5 Batch 1055/3166... Discriminator Loss: 1.3489... Generator Loss: 1.4090 Epoch 2/5 Batch 1065/3166... Discriminator Loss: 0.7010... Generator Loss: 1.4667 Epoch 2/5 Batch 1075/3166... Discriminator Loss: 0.9213... Generator Loss: 1.4428 Epoch 2/5 Batch 1085/3166... Discriminator Loss: 1.3142... Generator Loss: 1.9066 Epoch 2/5 Batch 1095/3166... Discriminator Loss: 1.5855... Generator Loss: 0.3400 Epoch 2/5 Batch 1105/3166... Discriminator Loss: 1.0234... Generator Loss: 1.0191 Epoch 2/5 Batch 1115/3166... Discriminator Loss: 1.1715... Generator Loss: 1.4966 Epoch 2/5 Batch 1125/3166... Discriminator Loss: 1.0451... Generator Loss: 0.7891 Epoch 2/5 Batch 1135/3166... Discriminator Loss: 1.0622... Generator Loss: 0.6228
Epoch 2/5 Batch 1145/3166... Discriminator Loss: 1.0608... Generator Loss: 1.2616 Epoch 2/5 Batch 1155/3166... Discriminator Loss: 0.5599... Generator Loss: 1.7504 Epoch 2/5 Batch 1165/3166... Discriminator Loss: 1.5713... Generator Loss: 1.3409 Epoch 2/5 Batch 1175/3166... Discriminator Loss: 0.8583... Generator Loss: 0.8338 Epoch 2/5 Batch 1185/3166... Discriminator Loss: 0.5440... Generator Loss: 2.6188 Epoch 2/5 Batch 1195/3166... Discriminator Loss: 1.0464... Generator Loss: 1.3377 Epoch 2/5 Batch 1205/3166... Discriminator Loss: 0.9096... Generator Loss: 1.1834 Epoch 2/5 Batch 1215/3166... Discriminator Loss: 1.2185... Generator Loss: 0.9182 Epoch 2/5 Batch 1225/3166... Discriminator Loss: 1.0357... Generator Loss: 0.7785 Epoch 2/5 Batch 1235/3166... Discriminator Loss: 1.0662... Generator Loss: 1.1343
Epoch 2/5 Batch 1245/3166... Discriminator Loss: 2.0331... Generator Loss: 0.2459 Epoch 2/5 Batch 1255/3166... Discriminator Loss: 1.9730... Generator Loss: 0.8087 Epoch 2/5 Batch 1265/3166... Discriminator Loss: 1.8795... Generator Loss: 0.2833 Epoch 2/5 Batch 1275/3166... Discriminator Loss: 1.3874... Generator Loss: 1.0479 Epoch 2/5 Batch 1285/3166... Discriminator Loss: 0.9598... Generator Loss: 1.5052 Epoch 2/5 Batch 1295/3166... Discriminator Loss: 1.0161... Generator Loss: 1.1223 Epoch 2/5 Batch 1305/3166... Discriminator Loss: 1.4296... Generator Loss: 0.3610 Epoch 2/5 Batch 1315/3166... Discriminator Loss: 1.2522... Generator Loss: 2.1980 Epoch 2/5 Batch 1325/3166... Discriminator Loss: 0.6537... Generator Loss: 1.6870 Epoch 2/5 Batch 1335/3166... Discriminator Loss: 0.5089... Generator Loss: 1.4995
Epoch 2/5 Batch 1345/3166... Discriminator Loss: 1.0251... Generator Loss: 2.0772 Epoch 2/5 Batch 1355/3166... Discriminator Loss: 1.4720... Generator Loss: 0.4507 Epoch 2/5 Batch 1365/3166... Discriminator Loss: 1.0625... Generator Loss: 2.0897 Epoch 2/5 Batch 1375/3166... Discriminator Loss: 1.5816... Generator Loss: 0.4002 Epoch 2/5 Batch 1385/3166... Discriminator Loss: 0.7375... Generator Loss: 1.5168 Epoch 2/5 Batch 1395/3166... Discriminator Loss: 0.7764... Generator Loss: 0.9765 Epoch 2/5 Batch 1405/3166... Discriminator Loss: 0.7161... Generator Loss: 0.9837 Epoch 2/5 Batch 1415/3166... Discriminator Loss: 1.4116... Generator Loss: 0.5203 Epoch 2/5 Batch 1425/3166... Discriminator Loss: 1.0431... Generator Loss: 0.6653 Epoch 2/5 Batch 1435/3166... Discriminator Loss: 0.6700... Generator Loss: 1.1984
Epoch 2/5 Batch 1445/3166... Discriminator Loss: 0.8484... Generator Loss: 1.7153 Epoch 2/5 Batch 1455/3166... Discriminator Loss: 0.7956... Generator Loss: 0.9696 Epoch 2/5 Batch 1465/3166... Discriminator Loss: 0.9603... Generator Loss: 0.6984 Epoch 2/5 Batch 1475/3166... Discriminator Loss: 0.8427... Generator Loss: 1.2901 Epoch 2/5 Batch 1485/3166... Discriminator Loss: 1.0808... Generator Loss: 0.7246 Epoch 2/5 Batch 1495/3166... Discriminator Loss: 1.1757... Generator Loss: 1.0214 Epoch 2/5 Batch 1505/3166... Discriminator Loss: 1.0651... Generator Loss: 1.2589 Epoch 2/5 Batch 1515/3166... Discriminator Loss: 1.1502... Generator Loss: 1.1834 Epoch 2/5 Batch 1525/3166... Discriminator Loss: 0.7779... Generator Loss: 0.8517 Epoch 2/5 Batch 1535/3166... Discriminator Loss: 0.7622... Generator Loss: 1.0203
Epoch 2/5 Batch 1545/3166... Discriminator Loss: 1.1224... Generator Loss: 1.3122 Epoch 2/5 Batch 1555/3166... Discriminator Loss: 0.9213... Generator Loss: 1.3023 Epoch 2/5 Batch 1565/3166... Discriminator Loss: 1.4142... Generator Loss: 0.5689 Epoch 2/5 Batch 1575/3166... Discriminator Loss: 0.8553... Generator Loss: 1.4844 Epoch 2/5 Batch 1585/3166... Discriminator Loss: 0.9073... Generator Loss: 1.2357 Epoch 2/5 Batch 1595/3166... Discriminator Loss: 0.8517... Generator Loss: 1.7427 Epoch 2/5 Batch 1605/3166... Discriminator Loss: 2.1585... Generator Loss: 0.3293 Epoch 2/5 Batch 1615/3166... Discriminator Loss: 0.9563... Generator Loss: 0.7661 Epoch 2/5 Batch 1625/3166... Discriminator Loss: 1.5345... Generator Loss: 0.3046 Epoch 2/5 Batch 1635/3166... Discriminator Loss: 1.0977... Generator Loss: 0.8097
Epoch 2/5 Batch 1645/3166... Discriminator Loss: 1.6468... Generator Loss: 0.2888 Epoch 2/5 Batch 1655/3166... Discriminator Loss: 1.1030... Generator Loss: 0.6737 Epoch 2/5 Batch 1665/3166... Discriminator Loss: 0.7987... Generator Loss: 1.5411 Epoch 2/5 Batch 1675/3166... Discriminator Loss: 2.0017... Generator Loss: 0.1783 Epoch 2/5 Batch 1685/3166... Discriminator Loss: 0.7337... Generator Loss: 1.5089 Epoch 2/5 Batch 1695/3166... Discriminator Loss: 0.7065... Generator Loss: 2.3499 Epoch 2/5 Batch 1705/3166... Discriminator Loss: 0.9669... Generator Loss: 0.9149 Epoch 2/5 Batch 1715/3166... Discriminator Loss: 1.3612... Generator Loss: 1.8486 Epoch 2/5 Batch 1725/3166... Discriminator Loss: 1.1940... Generator Loss: 1.3910 Epoch 2/5 Batch 1735/3166... Discriminator Loss: 1.0045... Generator Loss: 1.9172
Epoch 2/5 Batch 1745/3166... Discriminator Loss: 1.5322... Generator Loss: 0.3787 Epoch 2/5 Batch 1755/3166... Discriminator Loss: 0.9729... Generator Loss: 0.7268 Epoch 2/5 Batch 1765/3166... Discriminator Loss: 1.1300... Generator Loss: 2.8413 Epoch 2/5 Batch 1775/3166... Discriminator Loss: 0.7881... Generator Loss: 1.6202 Epoch 2/5 Batch 1785/3166... Discriminator Loss: 2.0213... Generator Loss: 0.1817 Epoch 2/5 Batch 1795/3166... Discriminator Loss: 1.1366... Generator Loss: 1.3789 Epoch 2/5 Batch 1805/3166... Discriminator Loss: 1.0667... Generator Loss: 1.0598 Epoch 2/5 Batch 1815/3166... Discriminator Loss: 1.1436... Generator Loss: 1.1990 Epoch 2/5 Batch 1825/3166... Discriminator Loss: 1.0943... Generator Loss: 1.1807 Epoch 2/5 Batch 1835/3166... Discriminator Loss: 1.4892... Generator Loss: 0.3797
Epoch 2/5 Batch 1845/3166... Discriminator Loss: 2.4130... Generator Loss: 2.6722 Epoch 2/5 Batch 1855/3166... Discriminator Loss: 1.1582... Generator Loss: 0.8744 Epoch 2/5 Batch 1865/3166... Discriminator Loss: 0.8513... Generator Loss: 1.3571 Epoch 2/5 Batch 1875/3166... Discriminator Loss: 1.4197... Generator Loss: 0.4562 Epoch 2/5 Batch 1885/3166... Discriminator Loss: 1.0036... Generator Loss: 0.7386 Epoch 2/5 Batch 1895/3166... Discriminator Loss: 1.2717... Generator Loss: 2.4389 Epoch 2/5 Batch 1905/3166... Discriminator Loss: 0.7808... Generator Loss: 1.2923 Epoch 2/5 Batch 1915/3166... Discriminator Loss: 1.2500... Generator Loss: 1.2285 Epoch 2/5 Batch 1925/3166... Discriminator Loss: 1.4131... Generator Loss: 0.4051 Epoch 2/5 Batch 1935/3166... Discriminator Loss: 1.2704... Generator Loss: 0.7194
Epoch 2/5 Batch 1945/3166... Discriminator Loss: 0.8747... Generator Loss: 1.2003 Epoch 2/5 Batch 1955/3166... Discriminator Loss: 1.1826... Generator Loss: 0.5699 Epoch 2/5 Batch 1965/3166... Discriminator Loss: 0.8914... Generator Loss: 0.7209 Epoch 2/5 Batch 1975/3166... Discriminator Loss: 0.7186... Generator Loss: 1.0043 Epoch 2/5 Batch 1985/3166... Discriminator Loss: 0.7928... Generator Loss: 1.4244 Epoch 2/5 Batch 1995/3166... Discriminator Loss: 0.8408... Generator Loss: 0.8450 Epoch 2/5 Batch 2005/3166... Discriminator Loss: 1.4433... Generator Loss: 2.6844 Epoch 2/5 Batch 2015/3166... Discriminator Loss: 1.0720... Generator Loss: 1.2375 Epoch 2/5 Batch 2025/3166... Discriminator Loss: 1.0009... Generator Loss: 1.0444 Epoch 2/5 Batch 2035/3166... Discriminator Loss: 0.6551... Generator Loss: 1.7670
Epoch 2/5 Batch 2045/3166... Discriminator Loss: 1.4997... Generator Loss: 0.4158 Epoch 2/5 Batch 2055/3166... Discriminator Loss: 1.2625... Generator Loss: 0.5558 Epoch 2/5 Batch 2065/3166... Discriminator Loss: 0.7260... Generator Loss: 1.6572 Epoch 2/5 Batch 2075/3166... Discriminator Loss: 0.6234... Generator Loss: 1.1273 Epoch 2/5 Batch 2085/3166... Discriminator Loss: 1.1717... Generator Loss: 0.8216 Epoch 2/5 Batch 2095/3166... Discriminator Loss: 1.5985... Generator Loss: 0.3546 Epoch 2/5 Batch 2105/3166... Discriminator Loss: 1.0612... Generator Loss: 0.7731 Epoch 2/5 Batch 2115/3166... Discriminator Loss: 1.5095... Generator Loss: 0.3755 Epoch 2/5 Batch 2125/3166... Discriminator Loss: 1.1774... Generator Loss: 1.0175 Epoch 2/5 Batch 2135/3166... Discriminator Loss: 1.1288... Generator Loss: 0.6335
Epoch 2/5 Batch 2145/3166... Discriminator Loss: 1.5090... Generator Loss: 0.3806 Epoch 2/5 Batch 2155/3166... Discriminator Loss: 0.7130... Generator Loss: 1.1130 Epoch 2/5 Batch 2165/3166... Discriminator Loss: 0.7667... Generator Loss: 1.9033 Epoch 2/5 Batch 2175/3166... Discriminator Loss: 1.3513... Generator Loss: 0.4335 Epoch 2/5 Batch 2185/3166... Discriminator Loss: 1.7768... Generator Loss: 0.2847 Epoch 2/5 Batch 2195/3166... Discriminator Loss: 0.4976... Generator Loss: 1.5714 Epoch 2/5 Batch 2205/3166... Discriminator Loss: 0.9084... Generator Loss: 0.8007 Epoch 2/5 Batch 2215/3166... Discriminator Loss: 1.2989... Generator Loss: 0.5276 Epoch 2/5 Batch 2225/3166... Discriminator Loss: 2.2794... Generator Loss: 2.4296 Epoch 2/5 Batch 2235/3166... Discriminator Loss: 0.9022... Generator Loss: 0.8640
Epoch 2/5 Batch 2245/3166... Discriminator Loss: 1.2720... Generator Loss: 0.4564 Epoch 2/5 Batch 2255/3166... Discriminator Loss: 1.2724... Generator Loss: 0.7281 Epoch 2/5 Batch 2265/3166... Discriminator Loss: 0.9999... Generator Loss: 0.7793 Epoch 2/5 Batch 2275/3166... Discriminator Loss: 1.0802... Generator Loss: 0.9567 Epoch 2/5 Batch 2285/3166... Discriminator Loss: 1.7719... Generator Loss: 1.6509 Epoch 2/5 Batch 2295/3166... Discriminator Loss: 0.9562... Generator Loss: 0.9111 Epoch 2/5 Batch 2305/3166... Discriminator Loss: 1.3721... Generator Loss: 0.9273 Epoch 2/5 Batch 2315/3166... Discriminator Loss: 1.7380... Generator Loss: 0.3072 Epoch 2/5 Batch 2325/3166... Discriminator Loss: 0.5916... Generator Loss: 1.3917 Epoch 2/5 Batch 2335/3166... Discriminator Loss: 0.9778... Generator Loss: 1.0359
Epoch 2/5 Batch 2345/3166... Discriminator Loss: 1.2278... Generator Loss: 0.5550 Epoch 2/5 Batch 2355/3166... Discriminator Loss: 1.1926... Generator Loss: 0.5606 Epoch 2/5 Batch 2365/3166... Discriminator Loss: 1.5628... Generator Loss: 0.3677 Epoch 2/5 Batch 2375/3166... Discriminator Loss: 0.8898... Generator Loss: 1.3895 Epoch 2/5 Batch 2385/3166... Discriminator Loss: 1.3436... Generator Loss: 1.5889 Epoch 2/5 Batch 2395/3166... Discriminator Loss: 1.6098... Generator Loss: 0.3288 Epoch 2/5 Batch 2405/3166... Discriminator Loss: 0.9526... Generator Loss: 0.8535 Epoch 2/5 Batch 2415/3166... Discriminator Loss: 0.8884... Generator Loss: 1.7630 Epoch 2/5 Batch 2425/3166... Discriminator Loss: 1.1156... Generator Loss: 0.9467 Epoch 2/5 Batch 2435/3166... Discriminator Loss: 1.1407... Generator Loss: 1.3088
Epoch 2/5 Batch 2445/3166... Discriminator Loss: 1.6864... Generator Loss: 0.4381 Epoch 2/5 Batch 2455/3166... Discriminator Loss: 0.8382... Generator Loss: 1.1236 Epoch 2/5 Batch 2465/3166... Discriminator Loss: 0.9698... Generator Loss: 0.8153 Epoch 2/5 Batch 2475/3166... Discriminator Loss: 0.8638... Generator Loss: 1.3068 Epoch 2/5 Batch 2485/3166... Discriminator Loss: 1.0127... Generator Loss: 1.0781 Epoch 2/5 Batch 2495/3166... Discriminator Loss: 0.9147... Generator Loss: 1.1108 Epoch 2/5 Batch 2505/3166... Discriminator Loss: 1.5745... Generator Loss: 0.9064 Epoch 2/5 Batch 2515/3166... Discriminator Loss: 1.1490... Generator Loss: 0.5383 Epoch 2/5 Batch 2525/3166... Discriminator Loss: 0.8291... Generator Loss: 1.9913 Epoch 2/5 Batch 2535/3166... Discriminator Loss: 1.1271... Generator Loss: 0.8700
Epoch 2/5 Batch 2545/3166... Discriminator Loss: 1.1226... Generator Loss: 0.6451 Epoch 2/5 Batch 2555/3166... Discriminator Loss: 1.4127... Generator Loss: 0.4524 Epoch 2/5 Batch 2565/3166... Discriminator Loss: 1.5660... Generator Loss: 0.3727 Epoch 2/5 Batch 2575/3166... Discriminator Loss: 0.8996... Generator Loss: 1.0113 Epoch 2/5 Batch 2585/3166... Discriminator Loss: 0.6906... Generator Loss: 1.7347 Epoch 2/5 Batch 2595/3166... Discriminator Loss: 1.2758... Generator Loss: 0.5270 Epoch 2/5 Batch 2605/3166... Discriminator Loss: 0.5520... Generator Loss: 1.7116 Epoch 2/5 Batch 2615/3166... Discriminator Loss: 0.9260... Generator Loss: 2.0557 Epoch 2/5 Batch 2625/3166... Discriminator Loss: 0.9490... Generator Loss: 0.6481 Epoch 2/5 Batch 2635/3166... Discriminator Loss: 1.0619... Generator Loss: 1.7372
Epoch 2/5 Batch 2645/3166... Discriminator Loss: 1.5050... Generator Loss: 0.4992 Epoch 2/5 Batch 2655/3166... Discriminator Loss: 1.7945... Generator Loss: 0.3024 Epoch 2/5 Batch 2665/3166... Discriminator Loss: 1.0724... Generator Loss: 1.3066 Epoch 2/5 Batch 2675/3166... Discriminator Loss: 1.1126... Generator Loss: 0.7956 Epoch 2/5 Batch 2685/3166... Discriminator Loss: 1.0894... Generator Loss: 1.2039 Epoch 2/5 Batch 2695/3166... Discriminator Loss: 1.2511... Generator Loss: 0.6465 Epoch 2/5 Batch 2705/3166... Discriminator Loss: 1.6732... Generator Loss: 0.3446 Epoch 2/5 Batch 2715/3166... Discriminator Loss: 1.1458... Generator Loss: 0.9666 Epoch 2/5 Batch 2725/3166... Discriminator Loss: 1.3630... Generator Loss: 0.5200 Epoch 2/5 Batch 2735/3166... Discriminator Loss: 0.7255... Generator Loss: 1.0215
Epoch 2/5 Batch 2745/3166... Discriminator Loss: 0.9375... Generator Loss: 0.9451 Epoch 2/5 Batch 2755/3166... Discriminator Loss: 0.9386... Generator Loss: 1.1383 Epoch 2/5 Batch 2765/3166... Discriminator Loss: 0.6895... Generator Loss: 1.2452 Epoch 2/5 Batch 2775/3166... Discriminator Loss: 1.7635... Generator Loss: 0.3354 Epoch 2/5 Batch 2785/3166... Discriminator Loss: 0.9023... Generator Loss: 0.9307 Epoch 2/5 Batch 2795/3166... Discriminator Loss: 1.1495... Generator Loss: 0.6144 Epoch 2/5 Batch 2805/3166... Discriminator Loss: 1.3131... Generator Loss: 2.0986 Epoch 2/5 Batch 2815/3166... Discriminator Loss: 1.4203... Generator Loss: 0.4119 Epoch 2/5 Batch 2825/3166... Discriminator Loss: 0.8108... Generator Loss: 1.3842 Epoch 2/5 Batch 2835/3166... Discriminator Loss: 1.0050... Generator Loss: 1.6296
Epoch 2/5 Batch 2845/3166... Discriminator Loss: 0.7451... Generator Loss: 1.3794 Epoch 2/5 Batch 2855/3166... Discriminator Loss: 0.8549... Generator Loss: 0.8805 Epoch 2/5 Batch 2865/3166... Discriminator Loss: 1.6987... Generator Loss: 0.3158 Epoch 2/5 Batch 2875/3166... Discriminator Loss: 0.7448... Generator Loss: 1.6578 Epoch 2/5 Batch 2885/3166... Discriminator Loss: 1.3478... Generator Loss: 0.4142 Epoch 2/5 Batch 2895/3166... Discriminator Loss: 0.8753... Generator Loss: 1.0581 Epoch 2/5 Batch 2905/3166... Discriminator Loss: 0.9562... Generator Loss: 0.8077 Epoch 2/5 Batch 2915/3166... Discriminator Loss: 1.4647... Generator Loss: 1.7783 Epoch 2/5 Batch 2925/3166... Discriminator Loss: 1.1385... Generator Loss: 0.7425 Epoch 2/5 Batch 2935/3166... Discriminator Loss: 1.2431... Generator Loss: 2.0063
Epoch 2/5 Batch 2945/3166... Discriminator Loss: 1.0760... Generator Loss: 1.4380 Epoch 2/5 Batch 2955/3166... Discriminator Loss: 2.0300... Generator Loss: 0.2318 Epoch 2/5 Batch 2965/3166... Discriminator Loss: 1.1644... Generator Loss: 0.5914 Epoch 2/5 Batch 2975/3166... Discriminator Loss: 1.9554... Generator Loss: 0.3405 Epoch 2/5 Batch 2985/3166... Discriminator Loss: 1.1838... Generator Loss: 1.0476 Epoch 2/5 Batch 2995/3166... Discriminator Loss: 0.9017... Generator Loss: 1.2675 Epoch 2/5 Batch 3005/3166... Discriminator Loss: 1.8961... Generator Loss: 0.2417 Epoch 2/5 Batch 3015/3166... Discriminator Loss: 1.2734... Generator Loss: 0.7381 Epoch 2/5 Batch 3025/3166... Discriminator Loss: 1.2233... Generator Loss: 1.2578 Epoch 2/5 Batch 3035/3166... Discriminator Loss: 1.0410... Generator Loss: 0.7641
Epoch 2/5 Batch 3045/3166... Discriminator Loss: 0.5184... Generator Loss: 2.1346 Epoch 2/5 Batch 3055/3166... Discriminator Loss: 0.6658... Generator Loss: 1.7829 Epoch 2/5 Batch 3065/3166... Discriminator Loss: 0.8423... Generator Loss: 1.1648 Epoch 2/5 Batch 3075/3166... Discriminator Loss: 1.9265... Generator Loss: 0.2290 Epoch 2/5 Batch 3085/3166... Discriminator Loss: 1.2400... Generator Loss: 0.8118 Epoch 2/5 Batch 3095/3166... Discriminator Loss: 1.4368... Generator Loss: 0.4365 Epoch 2/5 Batch 3105/3166... Discriminator Loss: 1.7136... Generator Loss: 0.4840 Epoch 2/5 Batch 3115/3166... Discriminator Loss: 0.8009... Generator Loss: 2.2137 Epoch 2/5 Batch 3125/3166... Discriminator Loss: 1.1450... Generator Loss: 1.3045 Epoch 2/5 Batch 3135/3166... Discriminator Loss: 1.4086... Generator Loss: 0.5827
Epoch 2/5 Batch 3145/3166... Discriminator Loss: 1.1123... Generator Loss: 0.6062 Epoch 2/5 Batch 3155/3166... Discriminator Loss: 1.8581... Generator Loss: 0.3084 Epoch 2/5 Batch 3165/3166... Discriminator Loss: 1.6228... Generator Loss: 0.3415 Epoch 3/5 Batch 10/3166... Discriminator Loss: 0.8287... Generator Loss: 1.4521 Epoch 3/5 Batch 20/3166... Discriminator Loss: 1.4389... Generator Loss: 0.6493 Epoch 3/5 Batch 30/3166... Discriminator Loss: 0.8667... Generator Loss: 2.9988 Epoch 3/5 Batch 40/3166... Discriminator Loss: 0.8705... Generator Loss: 0.7126 Epoch 3/5 Batch 50/3166... Discriminator Loss: 1.0338... Generator Loss: 0.7677 Epoch 3/5 Batch 60/3166... Discriminator Loss: 0.5777... Generator Loss: 1.2195 Epoch 3/5 Batch 70/3166... Discriminator Loss: 1.3420... Generator Loss: 0.4464
Epoch 3/5 Batch 80/3166... Discriminator Loss: 1.4519... Generator Loss: 1.6213 Epoch 3/5 Batch 90/3166... Discriminator Loss: 1.1747... Generator Loss: 1.0762 Epoch 3/5 Batch 100/3166... Discriminator Loss: 1.5663... Generator Loss: 0.4221 Epoch 3/5 Batch 110/3166... Discriminator Loss: 0.7220... Generator Loss: 1.2094 Epoch 3/5 Batch 120/3166... Discriminator Loss: 0.9650... Generator Loss: 0.7785 Epoch 3/5 Batch 130/3166... Discriminator Loss: 2.2153... Generator Loss: 0.5988 Epoch 3/5 Batch 140/3166... Discriminator Loss: 1.0856... Generator Loss: 1.6369 Epoch 3/5 Batch 150/3166... Discriminator Loss: 0.9044... Generator Loss: 1.2223 Epoch 3/5 Batch 160/3166... Discriminator Loss: 0.9207... Generator Loss: 0.8561 Epoch 3/5 Batch 170/3166... Discriminator Loss: 0.6974... Generator Loss: 1.2199
Epoch 3/5 Batch 180/3166... Discriminator Loss: 0.7531... Generator Loss: 1.6760 Epoch 3/5 Batch 190/3166... Discriminator Loss: 1.0285... Generator Loss: 0.8197 Epoch 3/5 Batch 200/3166... Discriminator Loss: 1.3482... Generator Loss: 0.5943 Epoch 3/5 Batch 210/3166... Discriminator Loss: 2.0830... Generator Loss: 0.2216 Epoch 3/5 Batch 220/3166... Discriminator Loss: 0.8877... Generator Loss: 1.7670 Epoch 3/5 Batch 230/3166... Discriminator Loss: 0.8319... Generator Loss: 0.9646 Epoch 3/5 Batch 240/3166... Discriminator Loss: 1.0907... Generator Loss: 0.9664 Epoch 3/5 Batch 250/3166... Discriminator Loss: 1.1617... Generator Loss: 0.6225 Epoch 3/5 Batch 260/3166... Discriminator Loss: 1.6327... Generator Loss: 1.1514 Epoch 3/5 Batch 270/3166... Discriminator Loss: 0.8671... Generator Loss: 0.9067
Epoch 3/5 Batch 280/3166... Discriminator Loss: 1.3609... Generator Loss: 0.4320 Epoch 3/5 Batch 290/3166... Discriminator Loss: 1.3975... Generator Loss: 0.5411 Epoch 3/5 Batch 300/3166... Discriminator Loss: 1.6818... Generator Loss: 0.3887 Epoch 3/5 Batch 310/3166... Discriminator Loss: 0.9301... Generator Loss: 1.0009 Epoch 3/5 Batch 320/3166... Discriminator Loss: 1.2824... Generator Loss: 0.5537 Epoch 3/5 Batch 330/3166... Discriminator Loss: 1.5893... Generator Loss: 0.3811 Epoch 3/5 Batch 340/3166... Discriminator Loss: 1.1537... Generator Loss: 1.4421 Epoch 3/5 Batch 350/3166... Discriminator Loss: 0.8215... Generator Loss: 1.1167 Epoch 3/5 Batch 360/3166... Discriminator Loss: 1.6359... Generator Loss: 0.4635 Epoch 3/5 Batch 370/3166... Discriminator Loss: 1.0086... Generator Loss: 0.7541
Epoch 3/5 Batch 380/3166... Discriminator Loss: 0.9394... Generator Loss: 0.9212 Epoch 3/5 Batch 390/3166... Discriminator Loss: 0.8569... Generator Loss: 1.0807 Epoch 3/5 Batch 400/3166... Discriminator Loss: 1.5905... Generator Loss: 0.3583 Epoch 3/5 Batch 410/3166... Discriminator Loss: 0.8533... Generator Loss: 1.1711 Epoch 3/5 Batch 420/3166... Discriminator Loss: 1.1031... Generator Loss: 0.7383 Epoch 3/5 Batch 430/3166... Discriminator Loss: 1.2891... Generator Loss: 0.5568 Epoch 3/5 Batch 440/3166... Discriminator Loss: 1.6515... Generator Loss: 1.1285 Epoch 3/5 Batch 450/3166... Discriminator Loss: 0.8816... Generator Loss: 1.1288 Epoch 3/5 Batch 460/3166... Discriminator Loss: 1.2845... Generator Loss: 1.0038 Epoch 3/5 Batch 470/3166... Discriminator Loss: 1.5221... Generator Loss: 0.4549
Epoch 3/5 Batch 480/3166... Discriminator Loss: 1.5148... Generator Loss: 1.7844 Epoch 3/5 Batch 490/3166... Discriminator Loss: 0.9098... Generator Loss: 1.2999 Epoch 3/5 Batch 500/3166... Discriminator Loss: 1.0358... Generator Loss: 0.8344 Epoch 3/5 Batch 510/3166... Discriminator Loss: 1.0824... Generator Loss: 1.6912 Epoch 3/5 Batch 520/3166... Discriminator Loss: 1.1898... Generator Loss: 0.5355 Epoch 3/5 Batch 530/3166... Discriminator Loss: 1.3341... Generator Loss: 1.7170 Epoch 3/5 Batch 540/3166... Discriminator Loss: 1.3034... Generator Loss: 0.4823 Epoch 3/5 Batch 550/3166... Discriminator Loss: 1.2208... Generator Loss: 0.8487 Epoch 3/5 Batch 560/3166... Discriminator Loss: 1.2884... Generator Loss: 0.6362 Epoch 3/5 Batch 570/3166... Discriminator Loss: 0.9531... Generator Loss: 1.4896
Epoch 3/5 Batch 580/3166... Discriminator Loss: 1.0557... Generator Loss: 0.8168 Epoch 3/5 Batch 590/3166... Discriminator Loss: 1.1314... Generator Loss: 0.9950 Epoch 3/5 Batch 600/3166... Discriminator Loss: 1.0029... Generator Loss: 1.8199 Epoch 3/5 Batch 610/3166... Discriminator Loss: 0.7745... Generator Loss: 1.8119 Epoch 3/5 Batch 620/3166... Discriminator Loss: 1.1065... Generator Loss: 0.9371 Epoch 3/5 Batch 630/3166... Discriminator Loss: 1.5457... Generator Loss: 1.0246 Epoch 3/5 Batch 640/3166... Discriminator Loss: 1.3649... Generator Loss: 0.5659 Epoch 3/5 Batch 650/3166... Discriminator Loss: 1.2366... Generator Loss: 0.5583 Epoch 3/5 Batch 660/3166... Discriminator Loss: 1.2216... Generator Loss: 1.2933 Epoch 3/5 Batch 670/3166... Discriminator Loss: 1.2470... Generator Loss: 0.6951
Epoch 3/5 Batch 680/3166... Discriminator Loss: 1.0547... Generator Loss: 0.7852 Epoch 3/5 Batch 690/3166... Discriminator Loss: 0.9719... Generator Loss: 1.2238 Epoch 3/5 Batch 700/3166... Discriminator Loss: 1.1416... Generator Loss: 2.1205 Epoch 3/5 Batch 710/3166... Discriminator Loss: 1.2161... Generator Loss: 1.6715 Epoch 3/5 Batch 720/3166... Discriminator Loss: 1.5050... Generator Loss: 1.1550 Epoch 3/5 Batch 730/3166... Discriminator Loss: 0.7909... Generator Loss: 1.9332 Epoch 3/5 Batch 740/3166... Discriminator Loss: 1.5463... Generator Loss: 0.9348 Epoch 3/5 Batch 750/3166... Discriminator Loss: 1.9529... Generator Loss: 1.3733 Epoch 3/5 Batch 760/3166... Discriminator Loss: 0.6492... Generator Loss: 1.3163 Epoch 3/5 Batch 770/3166... Discriminator Loss: 1.2200... Generator Loss: 0.6561
Epoch 3/5 Batch 780/3166... Discriminator Loss: 1.2891... Generator Loss: 0.5618 Epoch 3/5 Batch 790/3166... Discriminator Loss: 0.8419... Generator Loss: 0.9162 Epoch 3/5 Batch 800/3166... Discriminator Loss: 1.2944... Generator Loss: 0.6594 Epoch 3/5 Batch 810/3166... Discriminator Loss: 2.1077... Generator Loss: 0.1929 Epoch 3/5 Batch 820/3166... Discriminator Loss: 1.2492... Generator Loss: 0.8091 Epoch 3/5 Batch 830/3166... Discriminator Loss: 1.1205... Generator Loss: 0.6481 Epoch 3/5 Batch 840/3166... Discriminator Loss: 1.1175... Generator Loss: 0.7919 Epoch 3/5 Batch 850/3166... Discriminator Loss: 1.0470... Generator Loss: 0.7210 Epoch 3/5 Batch 860/3166... Discriminator Loss: 1.4287... Generator Loss: 2.0666 Epoch 3/5 Batch 870/3166... Discriminator Loss: 0.9843... Generator Loss: 0.9155
Epoch 3/5 Batch 880/3166... Discriminator Loss: 1.2994... Generator Loss: 0.8906 Epoch 3/5 Batch 890/3166... Discriminator Loss: 1.4724... Generator Loss: 1.8505 Epoch 3/5 Batch 900/3166... Discriminator Loss: 1.0291... Generator Loss: 0.9281 Epoch 3/5 Batch 910/3166... Discriminator Loss: 0.9087... Generator Loss: 2.3790 Epoch 3/5 Batch 920/3166... Discriminator Loss: 0.8097... Generator Loss: 0.9287 Epoch 3/5 Batch 930/3166... Discriminator Loss: 0.9638... Generator Loss: 0.9748 Epoch 3/5 Batch 940/3166... Discriminator Loss: 0.7903... Generator Loss: 1.1209 Epoch 3/5 Batch 950/3166... Discriminator Loss: 1.6023... Generator Loss: 0.3190 Epoch 3/5 Batch 960/3166... Discriminator Loss: 1.3157... Generator Loss: 0.5057 Epoch 3/5 Batch 970/3166... Discriminator Loss: 0.9790... Generator Loss: 0.6998
Epoch 3/5 Batch 980/3166... Discriminator Loss: 1.2203... Generator Loss: 0.5963 Epoch 3/5 Batch 990/3166... Discriminator Loss: 1.1653... Generator Loss: 1.0748 Epoch 3/5 Batch 1000/3166... Discriminator Loss: 1.1693... Generator Loss: 0.5205 Epoch 3/5 Batch 1010/3166... Discriminator Loss: 1.3538... Generator Loss: 0.4611 Epoch 3/5 Batch 1020/3166... Discriminator Loss: 1.1156... Generator Loss: 0.9884 Epoch 3/5 Batch 1030/3166... Discriminator Loss: 0.8576... Generator Loss: 0.9106 Epoch 3/5 Batch 1040/3166... Discriminator Loss: 0.6703... Generator Loss: 1.3873 Epoch 3/5 Batch 1050/3166... Discriminator Loss: 1.3937... Generator Loss: 0.4363 Epoch 3/5 Batch 1060/3166... Discriminator Loss: 1.0140... Generator Loss: 0.8445 Epoch 3/5 Batch 1070/3166... Discriminator Loss: 0.7983... Generator Loss: 0.9541
Epoch 3/5 Batch 1080/3166... Discriminator Loss: 0.9498... Generator Loss: 1.2994 Epoch 3/5 Batch 1090/3166... Discriminator Loss: 1.3593... Generator Loss: 0.3966 Epoch 3/5 Batch 1100/3166... Discriminator Loss: 1.8044... Generator Loss: 0.2655 Epoch 3/5 Batch 1110/3166... Discriminator Loss: 1.3524... Generator Loss: 0.5932 Epoch 3/5 Batch 1120/3166... Discriminator Loss: 0.9841... Generator Loss: 0.8025 Epoch 3/5 Batch 1130/3166... Discriminator Loss: 1.0718... Generator Loss: 0.7358 Epoch 3/5 Batch 1140/3166... Discriminator Loss: 1.0614... Generator Loss: 1.4891 Epoch 3/5 Batch 1150/3166... Discriminator Loss: 0.8212... Generator Loss: 1.4153 Epoch 3/5 Batch 1160/3166... Discriminator Loss: 0.8043... Generator Loss: 1.5763 Epoch 3/5 Batch 1170/3166... Discriminator Loss: 0.8874... Generator Loss: 1.4371
Epoch 3/5 Batch 1180/3166... Discriminator Loss: 0.7594... Generator Loss: 0.8559 Epoch 3/5 Batch 1190/3166... Discriminator Loss: 1.5431... Generator Loss: 0.8988 Epoch 3/5 Batch 1200/3166... Discriminator Loss: 1.0868... Generator Loss: 1.1191 Epoch 3/5 Batch 1210/3166... Discriminator Loss: 1.5009... Generator Loss: 0.3676 Epoch 3/5 Batch 1220/3166... Discriminator Loss: 0.8994... Generator Loss: 2.2435 Epoch 3/5 Batch 1230/3166... Discriminator Loss: 1.8146... Generator Loss: 0.2734 Epoch 3/5 Batch 1240/3166... Discriminator Loss: 1.4594... Generator Loss: 1.1510 Epoch 3/5 Batch 1250/3166... Discriminator Loss: 0.8092... Generator Loss: 1.2596 Epoch 3/5 Batch 1260/3166... Discriminator Loss: 1.0698... Generator Loss: 0.7867 Epoch 3/5 Batch 1270/3166... Discriminator Loss: 0.7677... Generator Loss: 1.2428
Epoch 3/5 Batch 1280/3166... Discriminator Loss: 0.8703... Generator Loss: 1.1190 Epoch 3/5 Batch 1290/3166... Discriminator Loss: 1.1001... Generator Loss: 0.7709 Epoch 3/5 Batch 1300/3166... Discriminator Loss: 1.5082... Generator Loss: 0.4650 Epoch 3/5 Batch 1310/3166... Discriminator Loss: 1.0024... Generator Loss: 0.9304 Epoch 3/5 Batch 1320/3166... Discriminator Loss: 1.4263... Generator Loss: 0.6127 Epoch 3/5 Batch 1330/3166... Discriminator Loss: 1.1238... Generator Loss: 0.8650 Epoch 3/5 Batch 1340/3166... Discriminator Loss: 1.0901... Generator Loss: 0.8035 Epoch 3/5 Batch 1350/3166... Discriminator Loss: 0.6952... Generator Loss: 1.3478 Epoch 3/5 Batch 1360/3166... Discriminator Loss: 0.9560... Generator Loss: 0.9622 Epoch 3/5 Batch 1370/3166... Discriminator Loss: 1.0476... Generator Loss: 0.8950
Epoch 3/5 Batch 1380/3166... Discriminator Loss: 1.0341... Generator Loss: 0.5900 Epoch 3/5 Batch 1390/3166... Discriminator Loss: 1.1753... Generator Loss: 1.4184 Epoch 3/5 Batch 1400/3166... Discriminator Loss: 0.8098... Generator Loss: 1.0891 Epoch 3/5 Batch 1410/3166... Discriminator Loss: 0.9367... Generator Loss: 0.7699 Epoch 3/5 Batch 1420/3166... Discriminator Loss: 0.7675... Generator Loss: 1.2765 Epoch 3/5 Batch 1430/3166... Discriminator Loss: 1.2467... Generator Loss: 0.6146 Epoch 3/5 Batch 1440/3166... Discriminator Loss: 0.5044... Generator Loss: 2.0264 Epoch 3/5 Batch 1450/3166... Discriminator Loss: 1.1961... Generator Loss: 0.8121 Epoch 3/5 Batch 1460/3166... Discriminator Loss: 0.9820... Generator Loss: 1.0474 Epoch 3/5 Batch 1470/3166... Discriminator Loss: 0.5755... Generator Loss: 2.2861
Epoch 3/5 Batch 1480/3166... Discriminator Loss: 2.2947... Generator Loss: 2.9564 Epoch 3/5 Batch 1490/3166... Discriminator Loss: 0.9890... Generator Loss: 1.2028 Epoch 3/5 Batch 1500/3166... Discriminator Loss: 1.1488... Generator Loss: 1.8191 Epoch 3/5 Batch 1510/3166... Discriminator Loss: 0.9092... Generator Loss: 0.8572 Epoch 3/5 Batch 1520/3166... Discriminator Loss: 0.6478... Generator Loss: 1.4656 Epoch 3/5 Batch 1530/3166... Discriminator Loss: 1.2981... Generator Loss: 1.3080 Epoch 3/5 Batch 1540/3166... Discriminator Loss: 0.7761... Generator Loss: 1.0728 Epoch 3/5 Batch 1550/3166... Discriminator Loss: 2.0047... Generator Loss: 1.6504 Epoch 3/5 Batch 1560/3166... Discriminator Loss: 1.7678... Generator Loss: 0.2758 Epoch 3/5 Batch 1570/3166... Discriminator Loss: 1.0385... Generator Loss: 2.7120
Epoch 3/5 Batch 1580/3166... Discriminator Loss: 1.0170... Generator Loss: 1.0043 Epoch 3/5 Batch 1590/3166... Discriminator Loss: 1.7618... Generator Loss: 0.7009 Epoch 3/5 Batch 1600/3166... Discriminator Loss: 0.8801... Generator Loss: 1.0765 Epoch 3/5 Batch 1610/3166... Discriminator Loss: 1.0644... Generator Loss: 1.4179 Epoch 3/5 Batch 1620/3166... Discriminator Loss: 0.8621... Generator Loss: 0.7746 Epoch 3/5 Batch 1630/3166... Discriminator Loss: 1.2075... Generator Loss: 1.2837 Epoch 3/5 Batch 1640/3166... Discriminator Loss: 0.9076... Generator Loss: 1.0769 Epoch 3/5 Batch 1650/3166... Discriminator Loss: 0.7563... Generator Loss: 0.9644 Epoch 3/5 Batch 1660/3166... Discriminator Loss: 1.4040... Generator Loss: 0.4167 Epoch 3/5 Batch 1670/3166... Discriminator Loss: 1.0632... Generator Loss: 0.7211
Epoch 3/5 Batch 1680/3166... Discriminator Loss: 1.2368... Generator Loss: 0.7275 Epoch 3/5 Batch 1690/3166... Discriminator Loss: 1.0880... Generator Loss: 0.7695 Epoch 3/5 Batch 1700/3166... Discriminator Loss: 1.0290... Generator Loss: 0.6648 Epoch 3/5 Batch 1710/3166... Discriminator Loss: 0.8097... Generator Loss: 1.0788 Epoch 3/5 Batch 1720/3166... Discriminator Loss: 0.9322... Generator Loss: 1.7813 Epoch 3/5 Batch 1730/3166... Discriminator Loss: 2.2993... Generator Loss: 0.2114 Epoch 3/5 Batch 1740/3166... Discriminator Loss: 0.9436... Generator Loss: 1.2293 Epoch 3/5 Batch 1750/3166... Discriminator Loss: 1.6564... Generator Loss: 0.2739 Epoch 3/5 Batch 1760/3166... Discriminator Loss: 1.4906... Generator Loss: 0.4701 Epoch 3/5 Batch 1770/3166... Discriminator Loss: 1.2264... Generator Loss: 0.8971
Epoch 3/5 Batch 1780/3166... Discriminator Loss: 0.7175... Generator Loss: 1.2022 Epoch 3/5 Batch 1790/3166... Discriminator Loss: 1.0727... Generator Loss: 0.6464 Epoch 3/5 Batch 1800/3166... Discriminator Loss: 1.7918... Generator Loss: 0.2863 Epoch 3/5 Batch 1810/3166... Discriminator Loss: 0.6759... Generator Loss: 1.3290 Epoch 3/5 Batch 1820/3166... Discriminator Loss: 1.3473... Generator Loss: 1.3426 Epoch 3/5 Batch 1830/3166... Discriminator Loss: 2.8440... Generator Loss: 1.2857 Epoch 3/5 Batch 1840/3166... Discriminator Loss: 1.2759... Generator Loss: 0.4866 Epoch 3/5 Batch 1850/3166... Discriminator Loss: 1.4108... Generator Loss: 0.4449 Epoch 3/5 Batch 1860/3166... Discriminator Loss: 1.3921... Generator Loss: 0.4806 Epoch 3/5 Batch 1870/3166... Discriminator Loss: 0.8299... Generator Loss: 2.3173
Epoch 3/5 Batch 1880/3166... Discriminator Loss: 1.1011... Generator Loss: 1.1509 Epoch 3/5 Batch 1890/3166... Discriminator Loss: 1.4962... Generator Loss: 0.4195 Epoch 3/5 Batch 1900/3166... Discriminator Loss: 1.6949... Generator Loss: 0.4306 Epoch 3/5 Batch 1910/3166... Discriminator Loss: 1.3290... Generator Loss: 0.6135 Epoch 3/5 Batch 1920/3166... Discriminator Loss: 1.1284... Generator Loss: 0.6406 Epoch 3/5 Batch 1930/3166... Discriminator Loss: 1.2097... Generator Loss: 0.7359 Epoch 3/5 Batch 1940/3166... Discriminator Loss: 1.1171... Generator Loss: 0.7722 Epoch 3/5 Batch 1950/3166... Discriminator Loss: 1.4418... Generator Loss: 2.3133 Epoch 3/5 Batch 1960/3166... Discriminator Loss: 1.3070... Generator Loss: 0.4366 Epoch 3/5 Batch 1970/3166... Discriminator Loss: 0.8281... Generator Loss: 0.8357
Epoch 3/5 Batch 1980/3166... Discriminator Loss: 1.1275... Generator Loss: 1.3603 Epoch 3/5 Batch 1990/3166... Discriminator Loss: 1.3744... Generator Loss: 2.9110 Epoch 3/5 Batch 2000/3166... Discriminator Loss: 1.8825... Generator Loss: 0.2897 Epoch 3/5 Batch 2010/3166... Discriminator Loss: 1.5500... Generator Loss: 0.4374 Epoch 3/5 Batch 2020/3166... Discriminator Loss: 1.4539... Generator Loss: 0.7402 Epoch 3/5 Batch 2030/3166... Discriminator Loss: 1.1826... Generator Loss: 1.2172 Epoch 3/5 Batch 2040/3166... Discriminator Loss: 1.0921... Generator Loss: 1.5318 Epoch 3/5 Batch 2050/3166... Discriminator Loss: 1.3434... Generator Loss: 0.9587 Epoch 3/5 Batch 2060/3166... Discriminator Loss: 1.8757... Generator Loss: 1.2438 Epoch 3/5 Batch 2070/3166... Discriminator Loss: 1.6708... Generator Loss: 0.3384
Epoch 3/5 Batch 2080/3166... Discriminator Loss: 1.0581... Generator Loss: 0.7393 Epoch 3/5 Batch 2090/3166... Discriminator Loss: 1.1568... Generator Loss: 0.7742 Epoch 3/5 Batch 2100/3166... Discriminator Loss: 1.3572... Generator Loss: 0.7695 Epoch 3/5 Batch 2110/3166... Discriminator Loss: 1.3069... Generator Loss: 0.5097 Epoch 3/5 Batch 2120/3166... Discriminator Loss: 0.8842... Generator Loss: 0.9655 Epoch 3/5 Batch 2130/3166... Discriminator Loss: 1.9290... Generator Loss: 0.2182 Epoch 3/5 Batch 2140/3166... Discriminator Loss: 1.2275... Generator Loss: 0.6550 Epoch 3/5 Batch 2150/3166... Discriminator Loss: 1.0850... Generator Loss: 1.2473 Epoch 3/5 Batch 2160/3166... Discriminator Loss: 1.3721... Generator Loss: 1.0841 Epoch 3/5 Batch 2170/3166... Discriminator Loss: 1.0328... Generator Loss: 0.8603
Epoch 3/5 Batch 2180/3166... Discriminator Loss: 1.3564... Generator Loss: 0.4703 Epoch 3/5 Batch 2190/3166... Discriminator Loss: 1.5165... Generator Loss: 0.5358 Epoch 3/5 Batch 2200/3166... Discriminator Loss: 1.2854... Generator Loss: 0.5783 Epoch 3/5 Batch 2210/3166... Discriminator Loss: 1.0638... Generator Loss: 0.6281 Epoch 3/5 Batch 2220/3166... Discriminator Loss: 1.7397... Generator Loss: 0.3009 Epoch 3/5 Batch 2230/3166... Discriminator Loss: 1.1399... Generator Loss: 0.5677 Epoch 3/5 Batch 2240/3166... Discriminator Loss: 1.2958... Generator Loss: 0.5249 Epoch 3/5 Batch 2250/3166... Discriminator Loss: 1.1062... Generator Loss: 0.6590 Epoch 3/5 Batch 2260/3166... Discriminator Loss: 1.1668... Generator Loss: 0.5784 Epoch 3/5 Batch 2270/3166... Discriminator Loss: 2.2124... Generator Loss: 0.1715
Epoch 3/5 Batch 2280/3166... Discriminator Loss: 0.9800... Generator Loss: 1.9190 Epoch 3/5 Batch 2290/3166... Discriminator Loss: 0.9375... Generator Loss: 1.6810 Epoch 3/5 Batch 2300/3166... Discriminator Loss: 0.9342... Generator Loss: 1.1787 Epoch 3/5 Batch 2310/3166... Discriminator Loss: 1.4839... Generator Loss: 0.5737 Epoch 3/5 Batch 2320/3166... Discriminator Loss: 1.5926... Generator Loss: 0.3553 Epoch 3/5 Batch 2330/3166... Discriminator Loss: 1.1618... Generator Loss: 0.6755 Epoch 3/5 Batch 2340/3166... Discriminator Loss: 1.1388... Generator Loss: 0.7109 Epoch 3/5 Batch 2350/3166... Discriminator Loss: 1.2796... Generator Loss: 0.4820 Epoch 3/5 Batch 2360/3166... Discriminator Loss: 0.9795... Generator Loss: 1.1350 Epoch 3/5 Batch 2370/3166... Discriminator Loss: 0.9863... Generator Loss: 0.9488
Epoch 3/5 Batch 2380/3166... Discriminator Loss: 1.6134... Generator Loss: 0.3139 Epoch 3/5 Batch 2390/3166... Discriminator Loss: 0.8198... Generator Loss: 1.1520 Epoch 3/5 Batch 2400/3166... Discriminator Loss: 1.3369... Generator Loss: 1.1978 Epoch 3/5 Batch 2410/3166... Discriminator Loss: 2.2235... Generator Loss: 0.1865 Epoch 3/5 Batch 2420/3166... Discriminator Loss: 0.7550... Generator Loss: 1.8937 Epoch 3/5 Batch 2430/3166... Discriminator Loss: 1.0062... Generator Loss: 0.7164 Epoch 3/5 Batch 2440/3166... Discriminator Loss: 1.1148... Generator Loss: 1.7567 Epoch 3/5 Batch 2450/3166... Discriminator Loss: 1.6445... Generator Loss: 2.6688 Epoch 3/5 Batch 2460/3166... Discriminator Loss: 1.2432... Generator Loss: 0.6467 Epoch 3/5 Batch 2470/3166... Discriminator Loss: 1.7544... Generator Loss: 2.1008
Epoch 3/5 Batch 2480/3166... Discriminator Loss: 1.1265... Generator Loss: 1.2573 Epoch 3/5 Batch 2490/3166... Discriminator Loss: 1.7913... Generator Loss: 0.3174 Epoch 3/5 Batch 2500/3166... Discriminator Loss: 1.0442... Generator Loss: 0.9880 Epoch 3/5 Batch 2510/3166... Discriminator Loss: 1.2512... Generator Loss: 0.5093 Epoch 3/5 Batch 2520/3166... Discriminator Loss: 1.2671... Generator Loss: 1.1146 Epoch 3/5 Batch 2530/3166... Discriminator Loss: 1.2741... Generator Loss: 0.5519 Epoch 3/5 Batch 2540/3166... Discriminator Loss: 1.0899... Generator Loss: 1.1027 Epoch 3/5 Batch 2550/3166... Discriminator Loss: 1.2250... Generator Loss: 0.8420 Epoch 3/5 Batch 2560/3166... Discriminator Loss: 0.9516... Generator Loss: 1.0853 Epoch 3/5 Batch 2570/3166... Discriminator Loss: 1.1707... Generator Loss: 0.5993
Epoch 3/5 Batch 2580/3166... Discriminator Loss: 1.1678... Generator Loss: 1.3433 Epoch 3/5 Batch 2590/3166... Discriminator Loss: 1.2915... Generator Loss: 0.6535 Epoch 3/5 Batch 2600/3166... Discriminator Loss: 1.3219... Generator Loss: 0.7560 Epoch 3/5 Batch 2610/3166... Discriminator Loss: 0.8992... Generator Loss: 1.6441 Epoch 3/5 Batch 2620/3166... Discriminator Loss: 1.4737... Generator Loss: 0.9274 Epoch 3/5 Batch 2630/3166... Discriminator Loss: 1.1165... Generator Loss: 0.5963 Epoch 3/5 Batch 2640/3166... Discriminator Loss: 1.2542... Generator Loss: 0.8680 Epoch 3/5 Batch 2650/3166... Discriminator Loss: 1.3135... Generator Loss: 0.5382 Epoch 3/5 Batch 2660/3166... Discriminator Loss: 1.3796... Generator Loss: 1.1634 Epoch 3/5 Batch 2670/3166... Discriminator Loss: 1.0999... Generator Loss: 1.6613
Epoch 3/5 Batch 2680/3166... Discriminator Loss: 1.3314... Generator Loss: 0.7051 Epoch 3/5 Batch 2690/3166... Discriminator Loss: 0.6396... Generator Loss: 1.2278 Epoch 3/5 Batch 2700/3166... Discriminator Loss: 1.6388... Generator Loss: 0.3399 Epoch 3/5 Batch 2710/3166... Discriminator Loss: 0.9939... Generator Loss: 0.8614 Epoch 3/5 Batch 2720/3166... Discriminator Loss: 1.2610... Generator Loss: 0.5420 Epoch 3/5 Batch 2730/3166... Discriminator Loss: 1.1872... Generator Loss: 0.5169 Epoch 3/5 Batch 2740/3166... Discriminator Loss: 1.6970... Generator Loss: 0.6462 Epoch 3/5 Batch 2750/3166... Discriminator Loss: 1.3342... Generator Loss: 0.6206 Epoch 3/5 Batch 2760/3166... Discriminator Loss: 1.6612... Generator Loss: 0.3668 Epoch 3/5 Batch 2770/3166... Discriminator Loss: 1.2148... Generator Loss: 0.7549
Epoch 3/5 Batch 2780/3166... Discriminator Loss: 0.7631... Generator Loss: 1.7529 Epoch 3/5 Batch 2790/3166... Discriminator Loss: 1.0460... Generator Loss: 1.7646 Epoch 3/5 Batch 2800/3166... Discriminator Loss: 0.9344... Generator Loss: 1.0653 Epoch 3/5 Batch 2810/3166... Discriminator Loss: 1.0418... Generator Loss: 0.9144 Epoch 3/5 Batch 2820/3166... Discriminator Loss: 1.2413... Generator Loss: 0.5504 Epoch 3/5 Batch 2830/3166... Discriminator Loss: 0.8902... Generator Loss: 1.3347 Epoch 3/5 Batch 2840/3166... Discriminator Loss: 1.2669... Generator Loss: 0.4965 Epoch 3/5 Batch 2850/3166... Discriminator Loss: 1.0437... Generator Loss: 0.8552 Epoch 3/5 Batch 2860/3166... Discriminator Loss: 1.0011... Generator Loss: 0.7938 Epoch 3/5 Batch 2870/3166... Discriminator Loss: 1.7985... Generator Loss: 0.8224
Epoch 3/5 Batch 2880/3166... Discriminator Loss: 0.9843... Generator Loss: 0.7987 Epoch 3/5 Batch 2890/3166... Discriminator Loss: 1.0665... Generator Loss: 0.8717 Epoch 3/5 Batch 2900/3166... Discriminator Loss: 1.2989... Generator Loss: 0.6581 Epoch 3/5 Batch 2910/3166... Discriminator Loss: 1.7565... Generator Loss: 0.2730 Epoch 3/5 Batch 2920/3166... Discriminator Loss: 1.2386... Generator Loss: 0.5673 Epoch 3/5 Batch 2930/3166... Discriminator Loss: 1.2026... Generator Loss: 0.8784 Epoch 3/5 Batch 2940/3166... Discriminator Loss: 1.4075... Generator Loss: 1.1298 Epoch 3/5 Batch 2950/3166... Discriminator Loss: 1.6020... Generator Loss: 1.3630 Epoch 3/5 Batch 2960/3166... Discriminator Loss: 1.0923... Generator Loss: 1.2988 Epoch 3/5 Batch 2970/3166... Discriminator Loss: 1.1665... Generator Loss: 0.8498
Epoch 3/5 Batch 2980/3166... Discriminator Loss: 1.7020... Generator Loss: 0.2646 Epoch 3/5 Batch 2990/3166... Discriminator Loss: 1.3845... Generator Loss: 0.7212 Epoch 3/5 Batch 3000/3166... Discriminator Loss: 1.3847... Generator Loss: 2.0736 Epoch 3/5 Batch 3010/3166... Discriminator Loss: 0.9517... Generator Loss: 0.7760 Epoch 3/5 Batch 3020/3166... Discriminator Loss: 0.6733... Generator Loss: 1.7694 Epoch 3/5 Batch 3030/3166... Discriminator Loss: 1.3350... Generator Loss: 0.5404 Epoch 3/5 Batch 3040/3166... Discriminator Loss: 1.1966... Generator Loss: 0.7021 Epoch 3/5 Batch 3050/3166... Discriminator Loss: 1.9181... Generator Loss: 2.4336 Epoch 3/5 Batch 3060/3166... Discriminator Loss: 1.1377... Generator Loss: 0.7517 Epoch 3/5 Batch 3070/3166... Discriminator Loss: 1.5531... Generator Loss: 3.1005
Epoch 3/5 Batch 3080/3166... Discriminator Loss: 1.2115... Generator Loss: 0.4808 Epoch 3/5 Batch 3090/3166... Discriminator Loss: 1.7666... Generator Loss: 0.3091 Epoch 3/5 Batch 3100/3166... Discriminator Loss: 1.2764... Generator Loss: 0.5101 Epoch 3/5 Batch 3110/3166... Discriminator Loss: 0.6682... Generator Loss: 1.1527 Epoch 3/5 Batch 3120/3166... Discriminator Loss: 1.4312... Generator Loss: 0.3991 Epoch 3/5 Batch 3130/3166... Discriminator Loss: 1.4726... Generator Loss: 0.4840 Epoch 3/5 Batch 3140/3166... Discriminator Loss: 1.1445... Generator Loss: 0.6375 Epoch 3/5 Batch 3150/3166... Discriminator Loss: 0.9244... Generator Loss: 2.4154 Epoch 3/5 Batch 3160/3166... Discriminator Loss: 1.4294... Generator Loss: 0.4141 Epoch 4/5 Batch 5/3166... Discriminator Loss: 1.3583... Generator Loss: 0.4165
Epoch 4/5 Batch 15/3166... Discriminator Loss: 1.3183... Generator Loss: 0.6828 Epoch 4/5 Batch 25/3166... Discriminator Loss: 1.6128... Generator Loss: 0.5051 Epoch 4/5 Batch 35/3166... Discriminator Loss: 1.2848... Generator Loss: 0.4688 Epoch 4/5 Batch 45/3166... Discriminator Loss: 1.6074... Generator Loss: 0.9867 Epoch 4/5 Batch 55/3166... Discriminator Loss: 1.4360... Generator Loss: 0.4154 Epoch 4/5 Batch 65/3166... Discriminator Loss: 1.5034... Generator Loss: 0.4612 Epoch 4/5 Batch 75/3166... Discriminator Loss: 1.0195... Generator Loss: 1.9757 Epoch 4/5 Batch 85/3166... Discriminator Loss: 1.4009... Generator Loss: 0.4027 Epoch 4/5 Batch 95/3166... Discriminator Loss: 0.6745... Generator Loss: 1.6259 Epoch 4/5 Batch 105/3166... Discriminator Loss: 1.4643... Generator Loss: 0.7231
Epoch 4/5 Batch 115/3166... Discriminator Loss: 1.0441... Generator Loss: 1.5730 Epoch 4/5 Batch 125/3166... Discriminator Loss: 0.9956... Generator Loss: 0.6869 Epoch 4/5 Batch 135/3166... Discriminator Loss: 0.9790... Generator Loss: 0.7447 Epoch 4/5 Batch 145/3166... Discriminator Loss: 0.9087... Generator Loss: 1.1889 Epoch 4/5 Batch 155/3166... Discriminator Loss: 1.0580... Generator Loss: 0.8364 Epoch 4/5 Batch 165/3166... Discriminator Loss: 0.8650... Generator Loss: 2.4645 Epoch 4/5 Batch 175/3166... Discriminator Loss: 1.0487... Generator Loss: 1.6273 Epoch 4/5 Batch 185/3166... Discriminator Loss: 1.1314... Generator Loss: 0.5165 Epoch 4/5 Batch 195/3166... Discriminator Loss: 1.4666... Generator Loss: 0.4883 Epoch 4/5 Batch 205/3166... Discriminator Loss: 0.8513... Generator Loss: 1.4086
Epoch 4/5 Batch 215/3166... Discriminator Loss: 1.1744... Generator Loss: 0.6990 Epoch 4/5 Batch 225/3166... Discriminator Loss: 0.6690... Generator Loss: 1.4107 Epoch 4/5 Batch 235/3166... Discriminator Loss: 1.3728... Generator Loss: 0.5353 Epoch 4/5 Batch 245/3166... Discriminator Loss: 1.9082... Generator Loss: 0.5336 Epoch 4/5 Batch 255/3166... Discriminator Loss: 2.0763... Generator Loss: 1.4278 Epoch 4/5 Batch 265/3166... Discriminator Loss: 1.1926... Generator Loss: 0.6635 Epoch 4/5 Batch 275/3166... Discriminator Loss: 0.8456... Generator Loss: 0.9493 Epoch 4/5 Batch 285/3166... Discriminator Loss: 1.0778... Generator Loss: 0.6319 Epoch 4/5 Batch 295/3166... Discriminator Loss: 1.3998... Generator Loss: 0.4172 Epoch 4/5 Batch 305/3166... Discriminator Loss: 1.2968... Generator Loss: 0.6041
Epoch 4/5 Batch 315/3166... Discriminator Loss: 1.1469... Generator Loss: 0.6886 Epoch 4/5 Batch 325/3166... Discriminator Loss: 1.1998... Generator Loss: 0.6516 Epoch 4/5 Batch 335/3166... Discriminator Loss: 1.5321... Generator Loss: 0.3558 Epoch 4/5 Batch 345/3166... Discriminator Loss: 1.2646... Generator Loss: 0.7484 Epoch 4/5 Batch 355/3166... Discriminator Loss: 1.2512... Generator Loss: 0.5025 Epoch 4/5 Batch 365/3166... Discriminator Loss: 2.4223... Generator Loss: 1.7830 Epoch 4/5 Batch 375/3166... Discriminator Loss: 1.1844... Generator Loss: 0.6799 Epoch 4/5 Batch 385/3166... Discriminator Loss: 1.3606... Generator Loss: 0.8144 Epoch 4/5 Batch 395/3166... Discriminator Loss: 1.2998... Generator Loss: 2.5332 Epoch 4/5 Batch 405/3166... Discriminator Loss: 2.5586... Generator Loss: 0.1646
Epoch 4/5 Batch 415/3166... Discriminator Loss: 1.2393... Generator Loss: 0.7885 Epoch 4/5 Batch 425/3166... Discriminator Loss: 1.0037... Generator Loss: 0.7532 Epoch 4/5 Batch 435/3166... Discriminator Loss: 1.2671... Generator Loss: 1.0427 Epoch 4/5 Batch 445/3166... Discriminator Loss: 1.4808... Generator Loss: 1.1108 Epoch 4/5 Batch 455/3166... Discriminator Loss: 1.0969... Generator Loss: 1.0590 Epoch 4/5 Batch 465/3166... Discriminator Loss: 1.5437... Generator Loss: 0.5023 Epoch 4/5 Batch 475/3166... Discriminator Loss: 0.9482... Generator Loss: 0.8610 Epoch 4/5 Batch 485/3166... Discriminator Loss: 0.9264... Generator Loss: 2.2590 Epoch 4/5 Batch 495/3166... Discriminator Loss: 1.3732... Generator Loss: 0.5133 Epoch 4/5 Batch 505/3166... Discriminator Loss: 1.4335... Generator Loss: 0.9111
Epoch 4/5 Batch 515/3166... Discriminator Loss: 1.5295... Generator Loss: 0.3752 Epoch 4/5 Batch 525/3166... Discriminator Loss: 1.8203... Generator Loss: 1.4751 Epoch 4/5 Batch 535/3166... Discriminator Loss: 1.6380... Generator Loss: 0.9747 Epoch 4/5 Batch 545/3166... Discriminator Loss: 1.5033... Generator Loss: 0.4005 Epoch 4/5 Batch 555/3166... Discriminator Loss: 1.0090... Generator Loss: 1.0645 Epoch 4/5 Batch 565/3166... Discriminator Loss: 0.8778... Generator Loss: 0.8051 Epoch 4/5 Batch 575/3166... Discriminator Loss: 1.3330... Generator Loss: 0.5715 Epoch 4/5 Batch 585/3166... Discriminator Loss: 0.9146... Generator Loss: 1.0249 Epoch 4/5 Batch 595/3166... Discriminator Loss: 1.0859... Generator Loss: 0.8422 Epoch 4/5 Batch 605/3166... Discriminator Loss: 1.1532... Generator Loss: 0.8938
Epoch 4/5 Batch 615/3166... Discriminator Loss: 1.8666... Generator Loss: 2.4012 Epoch 4/5 Batch 625/3166... Discriminator Loss: 1.3405... Generator Loss: 0.6826 Epoch 4/5 Batch 635/3166... Discriminator Loss: 1.2572... Generator Loss: 1.5111 Epoch 4/5 Batch 645/3166... Discriminator Loss: 1.6184... Generator Loss: 0.3774 Epoch 4/5 Batch 655/3166... Discriminator Loss: 0.8085... Generator Loss: 1.0730 Epoch 4/5 Batch 665/3166... Discriminator Loss: 1.4466... Generator Loss: 0.5559 Epoch 4/5 Batch 675/3166... Discriminator Loss: 1.2346... Generator Loss: 0.7459 Epoch 4/5 Batch 685/3166... Discriminator Loss: 1.4070... Generator Loss: 0.4476 Epoch 4/5 Batch 695/3166... Discriminator Loss: 1.3729... Generator Loss: 0.4862 Epoch 4/5 Batch 705/3166... Discriminator Loss: 1.1852... Generator Loss: 0.6737
Epoch 4/5 Batch 715/3166... Discriminator Loss: 0.6724... Generator Loss: 1.8386 Epoch 4/5 Batch 725/3166... Discriminator Loss: 0.9557... Generator Loss: 0.8320 Epoch 4/5 Batch 735/3166... Discriminator Loss: 1.2789... Generator Loss: 0.4553 Epoch 4/5 Batch 745/3166... Discriminator Loss: 0.9924... Generator Loss: 1.3863 Epoch 4/5 Batch 755/3166... Discriminator Loss: 1.3151... Generator Loss: 0.5494 Epoch 4/5 Batch 765/3166... Discriminator Loss: 1.1011... Generator Loss: 1.6680 Epoch 4/5 Batch 775/3166... Discriminator Loss: 1.1712... Generator Loss: 0.7181 Epoch 4/5 Batch 785/3166... Discriminator Loss: 1.5387... Generator Loss: 0.6578 Epoch 4/5 Batch 795/3166... Discriminator Loss: 1.1601... Generator Loss: 0.5935 Epoch 4/5 Batch 805/3166... Discriminator Loss: 1.1345... Generator Loss: 0.8745
Epoch 4/5 Batch 815/3166... Discriminator Loss: 1.2774... Generator Loss: 0.6196 Epoch 4/5 Batch 825/3166... Discriminator Loss: 1.2929... Generator Loss: 0.5922 Epoch 4/5 Batch 835/3166... Discriminator Loss: 1.1864... Generator Loss: 0.7738 Epoch 4/5 Batch 845/3166... Discriminator Loss: 1.2661... Generator Loss: 0.5928 Epoch 4/5 Batch 855/3166... Discriminator Loss: 0.8862... Generator Loss: 1.1470 Epoch 4/5 Batch 865/3166... Discriminator Loss: 1.0997... Generator Loss: 0.6848 Epoch 4/5 Batch 875/3166... Discriminator Loss: 1.1823... Generator Loss: 0.9602 Epoch 4/5 Batch 885/3166... Discriminator Loss: 1.3708... Generator Loss: 0.4701 Epoch 4/5 Batch 895/3166... Discriminator Loss: 1.1917... Generator Loss: 1.0498 Epoch 4/5 Batch 905/3166... Discriminator Loss: 1.1127... Generator Loss: 0.7186
Epoch 4/5 Batch 915/3166... Discriminator Loss: 1.3798... Generator Loss: 0.8563 Epoch 4/5 Batch 925/3166... Discriminator Loss: 0.9541... Generator Loss: 0.9969 Epoch 4/5 Batch 935/3166... Discriminator Loss: 1.4882... Generator Loss: 0.4406 Epoch 4/5 Batch 945/3166... Discriminator Loss: 1.1555... Generator Loss: 0.8489 Epoch 4/5 Batch 955/3166... Discriminator Loss: 1.7666... Generator Loss: 0.2714 Epoch 4/5 Batch 965/3166... Discriminator Loss: 1.1601... Generator Loss: 0.6141 Epoch 4/5 Batch 975/3166... Discriminator Loss: 1.1650... Generator Loss: 1.0355 Epoch 4/5 Batch 985/3166... Discriminator Loss: 1.4407... Generator Loss: 0.4748 Epoch 4/5 Batch 995/3166... Discriminator Loss: 1.2072... Generator Loss: 0.6505 Epoch 4/5 Batch 1005/3166... Discriminator Loss: 1.2007... Generator Loss: 1.2153
Epoch 4/5 Batch 1015/3166... Discriminator Loss: 1.5010... Generator Loss: 1.2356 Epoch 4/5 Batch 1025/3166... Discriminator Loss: 1.1075... Generator Loss: 2.0553 Epoch 4/5 Batch 1035/3166... Discriminator Loss: 1.5000... Generator Loss: 1.5610 Epoch 4/5 Batch 1045/3166... Discriminator Loss: 1.0373... Generator Loss: 0.7816 Epoch 4/5 Batch 1055/3166... Discriminator Loss: 1.3107... Generator Loss: 0.5200 Epoch 4/5 Batch 1065/3166... Discriminator Loss: 1.0422... Generator Loss: 1.4338 Epoch 4/5 Batch 1075/3166... Discriminator Loss: 1.2071... Generator Loss: 0.7215 Epoch 4/5 Batch 1085/3166... Discriminator Loss: 0.9270... Generator Loss: 0.9764 Epoch 4/5 Batch 1095/3166... Discriminator Loss: 1.4639... Generator Loss: 0.4759 Epoch 4/5 Batch 1105/3166... Discriminator Loss: 0.7130... Generator Loss: 1.4809
Epoch 4/5 Batch 1115/3166... Discriminator Loss: 1.6995... Generator Loss: 0.3658 Epoch 4/5 Batch 1125/3166... Discriminator Loss: 1.3881... Generator Loss: 1.0704 Epoch 4/5 Batch 1135/3166... Discriminator Loss: 1.1326... Generator Loss: 0.7528 Epoch 4/5 Batch 1145/3166... Discriminator Loss: 1.1565... Generator Loss: 0.8934 Epoch 4/5 Batch 1155/3166... Discriminator Loss: 1.7110... Generator Loss: 0.2819 Epoch 4/5 Batch 1165/3166... Discriminator Loss: 1.1431... Generator Loss: 0.6808 Epoch 4/5 Batch 1175/3166... Discriminator Loss: 1.1108... Generator Loss: 0.6459 Epoch 4/5 Batch 1185/3166... Discriminator Loss: 1.3067... Generator Loss: 0.5554 Epoch 4/5 Batch 1195/3166... Discriminator Loss: 1.2751... Generator Loss: 0.5592 Epoch 4/5 Batch 1205/3166... Discriminator Loss: 1.1861... Generator Loss: 1.3128
Epoch 4/5 Batch 1215/3166... Discriminator Loss: 1.1541... Generator Loss: 0.8169 Epoch 4/5 Batch 1225/3166... Discriminator Loss: 1.5744... Generator Loss: 0.4246 Epoch 4/5 Batch 1235/3166... Discriminator Loss: 1.5689... Generator Loss: 0.3545 Epoch 4/5 Batch 1245/3166... Discriminator Loss: 1.3666... Generator Loss: 0.4693 Epoch 4/5 Batch 1255/3166... Discriminator Loss: 2.4256... Generator Loss: 0.1387 Epoch 4/5 Batch 1265/3166... Discriminator Loss: 1.7664... Generator Loss: 0.2764 Epoch 4/5 Batch 1275/3166... Discriminator Loss: 1.1790... Generator Loss: 0.7069 Epoch 4/5 Batch 1285/3166... Discriminator Loss: 1.1242... Generator Loss: 0.6643 Epoch 4/5 Batch 1295/3166... Discriminator Loss: 0.8474... Generator Loss: 1.8120 Epoch 4/5 Batch 1305/3166... Discriminator Loss: 1.4034... Generator Loss: 0.3968
Epoch 4/5 Batch 1315/3166... Discriminator Loss: 0.8830... Generator Loss: 0.7962 Epoch 4/5 Batch 1325/3166... Discriminator Loss: 1.3595... Generator Loss: 1.1182 Epoch 4/5 Batch 1335/3166... Discriminator Loss: 1.3281... Generator Loss: 1.0275 Epoch 4/5 Batch 1345/3166... Discriminator Loss: 1.2199... Generator Loss: 0.6742 Epoch 4/5 Batch 1355/3166... Discriminator Loss: 1.0700... Generator Loss: 1.2242 Epoch 4/5 Batch 1365/3166... Discriminator Loss: 1.2666... Generator Loss: 1.5160 Epoch 4/5 Batch 1375/3166... Discriminator Loss: 1.4219... Generator Loss: 0.6650 Epoch 4/5 Batch 1385/3166... Discriminator Loss: 1.0380... Generator Loss: 0.9998 Epoch 4/5 Batch 1395/3166... Discriminator Loss: 1.1141... Generator Loss: 0.8572 Epoch 4/5 Batch 1405/3166... Discriminator Loss: 1.1412... Generator Loss: 1.5940
Epoch 4/5 Batch 1415/3166... Discriminator Loss: 1.1459... Generator Loss: 0.8399 Epoch 4/5 Batch 1425/3166... Discriminator Loss: 0.9853... Generator Loss: 1.2917 Epoch 4/5 Batch 1435/3166... Discriminator Loss: 1.0254... Generator Loss: 0.8724 Epoch 4/5 Batch 1445/3166... Discriminator Loss: 1.3203... Generator Loss: 0.5084 Epoch 4/5 Batch 1455/3166... Discriminator Loss: 1.4646... Generator Loss: 0.3994 Epoch 4/5 Batch 1465/3166... Discriminator Loss: 1.2322... Generator Loss: 0.5509 Epoch 4/5 Batch 1475/3166... Discriminator Loss: 1.3761... Generator Loss: 0.5213 Epoch 4/5 Batch 1485/3166... Discriminator Loss: 0.9584... Generator Loss: 1.0750 Epoch 4/5 Batch 1495/3166... Discriminator Loss: 1.3950... Generator Loss: 0.5581 Epoch 4/5 Batch 1505/3166... Discriminator Loss: 1.2138... Generator Loss: 1.1094
Epoch 4/5 Batch 1515/3166... Discriminator Loss: 1.3441... Generator Loss: 0.5552 Epoch 4/5 Batch 1525/3166... Discriminator Loss: 1.3169... Generator Loss: 0.4481 Epoch 4/5 Batch 1535/3166... Discriminator Loss: 1.2210... Generator Loss: 0.6418 Epoch 4/5 Batch 1545/3166... Discriminator Loss: 1.2220... Generator Loss: 1.2372 Epoch 4/5 Batch 1555/3166... Discriminator Loss: 1.3678... Generator Loss: 0.4388 Epoch 4/5 Batch 1565/3166... Discriminator Loss: 1.2348... Generator Loss: 0.7310 Epoch 4/5 Batch 1575/3166... Discriminator Loss: 1.3579... Generator Loss: 0.9576 Epoch 4/5 Batch 1585/3166... Discriminator Loss: 1.2243... Generator Loss: 0.6940 Epoch 4/5 Batch 1595/3166... Discriminator Loss: 1.3133... Generator Loss: 0.5815 Epoch 4/5 Batch 1605/3166... Discriminator Loss: 1.2700... Generator Loss: 0.4457
Epoch 4/5 Batch 1615/3166... Discriminator Loss: 1.2543... Generator Loss: 0.5168 Epoch 4/5 Batch 1625/3166... Discriminator Loss: 1.3943... Generator Loss: 1.2428 Epoch 4/5 Batch 1635/3166... Discriminator Loss: 1.3162... Generator Loss: 0.4462 Epoch 4/5 Batch 1645/3166... Discriminator Loss: 1.2121... Generator Loss: 0.6877 Epoch 4/5 Batch 1655/3166... Discriminator Loss: 1.2836... Generator Loss: 0.7444 Epoch 4/5 Batch 1665/3166... Discriminator Loss: 1.1932... Generator Loss: 1.0442 Epoch 4/5 Batch 1675/3166... Discriminator Loss: 1.6996... Generator Loss: 0.8493 Epoch 4/5 Batch 1685/3166... Discriminator Loss: 1.3540... Generator Loss: 1.7970 Epoch 4/5 Batch 1695/3166... Discriminator Loss: 1.4138... Generator Loss: 0.4524 Epoch 4/5 Batch 1705/3166... Discriminator Loss: 1.0837... Generator Loss: 0.7095
Epoch 4/5 Batch 1715/3166... Discriminator Loss: 0.6232... Generator Loss: 2.1758 Epoch 4/5 Batch 1725/3166... Discriminator Loss: 1.1191... Generator Loss: 1.6402 Epoch 4/5 Batch 1735/3166... Discriminator Loss: 1.1295... Generator Loss: 0.7213 Epoch 4/5 Batch 1745/3166... Discriminator Loss: 1.2506... Generator Loss: 0.4981 Epoch 4/5 Batch 1755/3166... Discriminator Loss: 1.1212... Generator Loss: 1.0476 Epoch 4/5 Batch 1765/3166... Discriminator Loss: 1.2574... Generator Loss: 0.9086 Epoch 4/5 Batch 1775/3166... Discriminator Loss: 1.2664... Generator Loss: 0.9368 Epoch 4/5 Batch 1785/3166... Discriminator Loss: 1.3242... Generator Loss: 0.5164 Epoch 4/5 Batch 1795/3166... Discriminator Loss: 1.0500... Generator Loss: 0.8909 Epoch 4/5 Batch 1805/3166... Discriminator Loss: 1.2555... Generator Loss: 0.6822
Epoch 4/5 Batch 1815/3166... Discriminator Loss: 1.0982... Generator Loss: 0.7070 Epoch 4/5 Batch 1825/3166... Discriminator Loss: 1.1719... Generator Loss: 0.7056 Epoch 4/5 Batch 1835/3166... Discriminator Loss: 1.5001... Generator Loss: 0.3696 Epoch 4/5 Batch 1845/3166... Discriminator Loss: 0.4375... Generator Loss: 1.4744 Epoch 4/5 Batch 1855/3166... Discriminator Loss: 1.2967... Generator Loss: 2.0148 Epoch 4/5 Batch 1865/3166... Discriminator Loss: 1.7159... Generator Loss: 0.5304 Epoch 4/5 Batch 1875/3166... Discriminator Loss: 1.3592... Generator Loss: 0.4806 Epoch 4/5 Batch 1885/3166... Discriminator Loss: 1.2033... Generator Loss: 0.7489 Epoch 4/5 Batch 1895/3166... Discriminator Loss: 1.4473... Generator Loss: 0.5178 Epoch 4/5 Batch 1905/3166... Discriminator Loss: 1.1550... Generator Loss: 0.8710
Epoch 4/5 Batch 1915/3166... Discriminator Loss: 1.2156... Generator Loss: 1.0792 Epoch 4/5 Batch 1925/3166... Discriminator Loss: 1.1172... Generator Loss: 0.9772 Epoch 4/5 Batch 1935/3166... Discriminator Loss: 1.2342... Generator Loss: 0.7322 Epoch 4/5 Batch 1945/3166... Discriminator Loss: 1.1737... Generator Loss: 0.6881 Epoch 4/5 Batch 1955/3166... Discriminator Loss: 1.0454... Generator Loss: 1.0115 Epoch 4/5 Batch 1965/3166... Discriminator Loss: 1.8306... Generator Loss: 0.2748 Epoch 4/5 Batch 1975/3166... Discriminator Loss: 0.5434... Generator Loss: 2.2201 Epoch 4/5 Batch 1985/3166... Discriminator Loss: 1.3263... Generator Loss: 0.5014 Epoch 4/5 Batch 1995/3166... Discriminator Loss: 1.6149... Generator Loss: 0.3180 Epoch 4/5 Batch 2005/3166... Discriminator Loss: 1.2234... Generator Loss: 0.7211
Epoch 4/5 Batch 2015/3166... Discriminator Loss: 0.8280... Generator Loss: 1.8092 Epoch 4/5 Batch 2025/3166... Discriminator Loss: 1.1815... Generator Loss: 0.6532 Epoch 4/5 Batch 2035/3166... Discriminator Loss: 0.8915... Generator Loss: 1.9728 Epoch 4/5 Batch 2045/3166... Discriminator Loss: 1.1948... Generator Loss: 0.8740 Epoch 4/5 Batch 2055/3166... Discriminator Loss: 1.3281... Generator Loss: 0.4386 Epoch 4/5 Batch 2065/3166... Discriminator Loss: 1.0568... Generator Loss: 0.9776 Epoch 4/5 Batch 2075/3166... Discriminator Loss: 1.6709... Generator Loss: 0.3170 Epoch 4/5 Batch 2085/3166... Discriminator Loss: 1.6429... Generator Loss: 0.4462 Epoch 4/5 Batch 2095/3166... Discriminator Loss: 1.6111... Generator Loss: 0.3744 Epoch 4/5 Batch 2105/3166... Discriminator Loss: 1.6407... Generator Loss: 0.3964
Epoch 4/5 Batch 2115/3166... Discriminator Loss: 0.8871... Generator Loss: 1.4490 Epoch 4/5 Batch 2125/3166... Discriminator Loss: 1.2640... Generator Loss: 1.1974 Epoch 4/5 Batch 2135/3166... Discriminator Loss: 1.1883... Generator Loss: 0.5192 Epoch 4/5 Batch 2145/3166... Discriminator Loss: 2.0837... Generator Loss: 0.2295 Epoch 4/5 Batch 2155/3166... Discriminator Loss: 1.1168... Generator Loss: 0.7725 Epoch 4/5 Batch 2165/3166... Discriminator Loss: 1.2160... Generator Loss: 0.8097 Epoch 4/5 Batch 2175/3166... Discriminator Loss: 1.1190... Generator Loss: 1.1486 Epoch 4/5 Batch 2185/3166... Discriminator Loss: 1.0461... Generator Loss: 0.7766 Epoch 4/5 Batch 2195/3166... Discriminator Loss: 0.9058... Generator Loss: 1.9250 Epoch 4/5 Batch 2205/3166... Discriminator Loss: 2.3283... Generator Loss: 0.6209
Epoch 4/5 Batch 2215/3166... Discriminator Loss: 0.8431... Generator Loss: 1.0810 Epoch 4/5 Batch 2225/3166... Discriminator Loss: 1.0915... Generator Loss: 1.1627 Epoch 4/5 Batch 2235/3166... Discriminator Loss: 0.8342... Generator Loss: 1.9471 Epoch 4/5 Batch 2245/3166... Discriminator Loss: 1.2785... Generator Loss: 1.1713 Epoch 4/5 Batch 2255/3166... Discriminator Loss: 1.0978... Generator Loss: 0.9450 Epoch 4/5 Batch 2265/3166... Discriminator Loss: 1.8236... Generator Loss: 0.2569 Epoch 4/5 Batch 2275/3166... Discriminator Loss: 0.9685... Generator Loss: 0.8463 Epoch 4/5 Batch 2285/3166... Discriminator Loss: 1.6377... Generator Loss: 1.1467 Epoch 4/5 Batch 2295/3166... Discriminator Loss: 1.1781... Generator Loss: 1.1942 Epoch 4/5 Batch 2305/3166... Discriminator Loss: 1.6266... Generator Loss: 0.3955
Epoch 4/5 Batch 2315/3166... Discriminator Loss: 1.7065... Generator Loss: 0.2905 Epoch 4/5 Batch 2325/3166... Discriminator Loss: 0.9495... Generator Loss: 0.6774 Epoch 4/5 Batch 2335/3166... Discriminator Loss: 1.2840... Generator Loss: 0.9740 Epoch 4/5 Batch 2345/3166... Discriminator Loss: 1.0935... Generator Loss: 0.7801 Epoch 4/5 Batch 2355/3166... Discriminator Loss: 1.0491... Generator Loss: 0.6200 Epoch 4/5 Batch 2365/3166... Discriminator Loss: 1.1035... Generator Loss: 2.3338 Epoch 4/5 Batch 2375/3166... Discriminator Loss: 1.1458... Generator Loss: 1.5798 Epoch 4/5 Batch 2385/3166... Discriminator Loss: 1.0941... Generator Loss: 0.8995 Epoch 4/5 Batch 2395/3166... Discriminator Loss: 1.2458... Generator Loss: 0.9664 Epoch 4/5 Batch 2405/3166... Discriminator Loss: 1.1529... Generator Loss: 0.6621
Epoch 4/5 Batch 2415/3166... Discriminator Loss: 0.6921... Generator Loss: 1.3771 Epoch 4/5 Batch 2425/3166... Discriminator Loss: 1.2629... Generator Loss: 2.8747 Epoch 4/5 Batch 2435/3166... Discriminator Loss: 1.4035... Generator Loss: 1.8195 Epoch 4/5 Batch 2445/3166... Discriminator Loss: 1.0006... Generator Loss: 1.4143 Epoch 4/5 Batch 2455/3166... Discriminator Loss: 1.2024... Generator Loss: 2.4010 Epoch 4/5 Batch 2465/3166... Discriminator Loss: 1.3484... Generator Loss: 0.4158 Epoch 4/5 Batch 2475/3166... Discriminator Loss: 0.9770... Generator Loss: 0.9040 Epoch 4/5 Batch 2485/3166... Discriminator Loss: 1.0792... Generator Loss: 0.9490 Epoch 4/5 Batch 2495/3166... Discriminator Loss: 1.3885... Generator Loss: 1.7322 Epoch 4/5 Batch 2505/3166... Discriminator Loss: 1.2734... Generator Loss: 0.8837
Epoch 4/5 Batch 2515/3166... Discriminator Loss: 1.0195... Generator Loss: 0.7416 Epoch 4/5 Batch 2525/3166... Discriminator Loss: 1.3229... Generator Loss: 1.2301 Epoch 4/5 Batch 2535/3166... Discriminator Loss: 0.9951... Generator Loss: 1.1833 Epoch 4/5 Batch 2545/3166... Discriminator Loss: 1.4195... Generator Loss: 0.3994 Epoch 4/5 Batch 2555/3166... Discriminator Loss: 1.4650... Generator Loss: 0.5114 Epoch 4/5 Batch 2565/3166... Discriminator Loss: 1.4033... Generator Loss: 0.4298 Epoch 4/5 Batch 2575/3166... Discriminator Loss: 1.0271... Generator Loss: 0.7584 Epoch 4/5 Batch 2585/3166... Discriminator Loss: 1.1773... Generator Loss: 0.5565 Epoch 4/5 Batch 2595/3166... Discriminator Loss: 1.1455... Generator Loss: 1.7454 Epoch 4/5 Batch 2605/3166... Discriminator Loss: 1.0435... Generator Loss: 0.8101
Epoch 4/5 Batch 2615/3166... Discriminator Loss: 0.9719... Generator Loss: 0.6764 Epoch 4/5 Batch 2625/3166... Discriminator Loss: 1.0499... Generator Loss: 1.0702 Epoch 4/5 Batch 2635/3166... Discriminator Loss: 1.0177... Generator Loss: 0.6869 Epoch 4/5 Batch 2645/3166... Discriminator Loss: 1.2239... Generator Loss: 0.7441 Epoch 4/5 Batch 2655/3166... Discriminator Loss: 1.3178... Generator Loss: 0.5070 Epoch 4/5 Batch 2665/3166... Discriminator Loss: 1.2417... Generator Loss: 0.7913 Epoch 4/5 Batch 2675/3166... Discriminator Loss: 0.5180... Generator Loss: 1.7548 Epoch 4/5 Batch 2685/3166... Discriminator Loss: 2.0608... Generator Loss: 0.1898 Epoch 4/5 Batch 2695/3166... Discriminator Loss: 0.9698... Generator Loss: 0.8757 Epoch 4/5 Batch 2705/3166... Discriminator Loss: 1.2540... Generator Loss: 0.5397
Epoch 4/5 Batch 2715/3166... Discriminator Loss: 1.3497... Generator Loss: 0.6331 Epoch 4/5 Batch 2725/3166... Discriminator Loss: 1.3744... Generator Loss: 0.4620 Epoch 4/5 Batch 2735/3166... Discriminator Loss: 1.1199... Generator Loss: 0.8064 Epoch 4/5 Batch 2745/3166... Discriminator Loss: 0.7378... Generator Loss: 1.1569 Epoch 4/5 Batch 2755/3166... Discriminator Loss: 1.3608... Generator Loss: 1.3322 Epoch 4/5 Batch 2765/3166... Discriminator Loss: 1.2556... Generator Loss: 0.7633 Epoch 4/5 Batch 2775/3166... Discriminator Loss: 1.3175... Generator Loss: 0.8551 Epoch 4/5 Batch 2785/3166... Discriminator Loss: 1.1033... Generator Loss: 0.8932 Epoch 4/5 Batch 2795/3166... Discriminator Loss: 1.1860... Generator Loss: 0.7183 Epoch 4/5 Batch 2805/3166... Discriminator Loss: 1.0666... Generator Loss: 0.7651
Epoch 4/5 Batch 2815/3166... Discriminator Loss: 1.3905... Generator Loss: 0.5659 Epoch 4/5 Batch 2825/3166... Discriminator Loss: 1.2541... Generator Loss: 0.5369 Epoch 4/5 Batch 2835/3166... Discriminator Loss: 1.0149... Generator Loss: 1.2333 Epoch 4/5 Batch 2845/3166... Discriminator Loss: 1.1635... Generator Loss: 1.1729 Epoch 4/5 Batch 2855/3166... Discriminator Loss: 1.1028... Generator Loss: 1.3333 Epoch 4/5 Batch 2865/3166... Discriminator Loss: 1.5701... Generator Loss: 2.6677 Epoch 4/5 Batch 2875/3166... Discriminator Loss: 1.2769... Generator Loss: 1.6587 Epoch 4/5 Batch 2885/3166... Discriminator Loss: 1.7078... Generator Loss: 0.2824 Epoch 4/5 Batch 2895/3166... Discriminator Loss: 1.2189... Generator Loss: 0.5389 Epoch 4/5 Batch 2905/3166... Discriminator Loss: 2.4626... Generator Loss: 0.1373
Epoch 4/5 Batch 2915/3166... Discriminator Loss: 1.3348... Generator Loss: 0.6825 Epoch 4/5 Batch 2925/3166... Discriminator Loss: 1.5094... Generator Loss: 0.3706 Epoch 4/5 Batch 2935/3166... Discriminator Loss: 1.8364... Generator Loss: 1.4131 Epoch 4/5 Batch 2945/3166... Discriminator Loss: 1.1324... Generator Loss: 0.6758 Epoch 4/5 Batch 2955/3166... Discriminator Loss: 1.2600... Generator Loss: 0.5800 Epoch 4/5 Batch 2965/3166... Discriminator Loss: 1.1975... Generator Loss: 0.6551 Epoch 4/5 Batch 2975/3166... Discriminator Loss: 1.1806... Generator Loss: 1.0323 Epoch 4/5 Batch 2985/3166... Discriminator Loss: 1.1722... Generator Loss: 1.8247 Epoch 4/5 Batch 2995/3166... Discriminator Loss: 0.6591... Generator Loss: 1.0458 Epoch 4/5 Batch 3005/3166... Discriminator Loss: 1.4364... Generator Loss: 0.3874
Epoch 4/5 Batch 3015/3166... Discriminator Loss: 1.4573... Generator Loss: 0.7475 Epoch 4/5 Batch 3025/3166... Discriminator Loss: 1.1587... Generator Loss: 1.0273 Epoch 4/5 Batch 3035/3166... Discriminator Loss: 1.3402... Generator Loss: 0.8906 Epoch 4/5 Batch 3045/3166... Discriminator Loss: 1.1053... Generator Loss: 0.8731 Epoch 4/5 Batch 3055/3166... Discriminator Loss: 1.4895... Generator Loss: 0.4552 Epoch 4/5 Batch 3065/3166... Discriminator Loss: 1.3409... Generator Loss: 0.7278 Epoch 4/5 Batch 3075/3166... Discriminator Loss: 1.3242... Generator Loss: 0.6753 Epoch 4/5 Batch 3085/3166... Discriminator Loss: 1.3757... Generator Loss: 0.4283 Epoch 4/5 Batch 3095/3166... Discriminator Loss: 1.2721... Generator Loss: 0.7248 Epoch 4/5 Batch 3105/3166... Discriminator Loss: 1.2204... Generator Loss: 0.7004
Epoch 4/5 Batch 3115/3166... Discriminator Loss: 1.2494... Generator Loss: 0.7358 Epoch 4/5 Batch 3125/3166... Discriminator Loss: 0.8591... Generator Loss: 1.0529 Epoch 4/5 Batch 3135/3166... Discriminator Loss: 1.0235... Generator Loss: 0.7965 Epoch 4/5 Batch 3145/3166... Discriminator Loss: 1.0071... Generator Loss: 0.9653 Epoch 4/5 Batch 3155/3166... Discriminator Loss: 1.2703... Generator Loss: 0.4874 Epoch 4/5 Batch 3165/3166... Discriminator Loss: 1.4036... Generator Loss: 0.4476 Epoch 5/5 Batch 10/3166... Discriminator Loss: 1.1098... Generator Loss: 0.5904 Epoch 5/5 Batch 20/3166... Discriminator Loss: 1.2346... Generator Loss: 0.7374 Epoch 5/5 Batch 30/3166... Discriminator Loss: 1.2732... Generator Loss: 0.9718 Epoch 5/5 Batch 40/3166... Discriminator Loss: 1.3577... Generator Loss: 0.5205
Epoch 5/5 Batch 50/3166... Discriminator Loss: 1.0008... Generator Loss: 1.5236 Epoch 5/5 Batch 60/3166... Discriminator Loss: 1.4696... Generator Loss: 1.4829 Epoch 5/5 Batch 70/3166... Discriminator Loss: 1.2762... Generator Loss: 0.5325 Epoch 5/5 Batch 80/3166... Discriminator Loss: 1.2744... Generator Loss: 0.4895 Epoch 5/5 Batch 90/3166... Discriminator Loss: 0.9271... Generator Loss: 0.9506 Epoch 5/5 Batch 100/3166... Discriminator Loss: 1.1591... Generator Loss: 0.7570 Epoch 5/5 Batch 110/3166... Discriminator Loss: 1.1080... Generator Loss: 0.7214 Epoch 5/5 Batch 120/3166... Discriminator Loss: 1.2833... Generator Loss: 0.9327 Epoch 5/5 Batch 130/3166... Discriminator Loss: 1.4160... Generator Loss: 0.4270 Epoch 5/5 Batch 140/3166... Discriminator Loss: 1.2514... Generator Loss: 0.9315
Epoch 5/5 Batch 150/3166... Discriminator Loss: 1.3888... Generator Loss: 0.6559 Epoch 5/5 Batch 160/3166... Discriminator Loss: 1.6061... Generator Loss: 0.3292 Epoch 5/5 Batch 170/3166... Discriminator Loss: 1.2599... Generator Loss: 0.6345 Epoch 5/5 Batch 180/3166... Discriminator Loss: 1.1265... Generator Loss: 0.7357 Epoch 5/5 Batch 190/3166... Discriminator Loss: 1.2144... Generator Loss: 0.9315 Epoch 5/5 Batch 200/3166... Discriminator Loss: 1.1934... Generator Loss: 0.9711 Epoch 5/5 Batch 210/3166... Discriminator Loss: 1.1805... Generator Loss: 0.6390 Epoch 5/5 Batch 220/3166... Discriminator Loss: 1.2213... Generator Loss: 1.1949 Epoch 5/5 Batch 230/3166... Discriminator Loss: 1.1482... Generator Loss: 1.0461 Epoch 5/5 Batch 240/3166... Discriminator Loss: 1.4310... Generator Loss: 0.4479
Epoch 5/5 Batch 250/3166... Discriminator Loss: 1.1829... Generator Loss: 0.8303 Epoch 5/5 Batch 260/3166... Discriminator Loss: 1.3367... Generator Loss: 0.5370 Epoch 5/5 Batch 270/3166... Discriminator Loss: 1.0068... Generator Loss: 1.0070 Epoch 5/5 Batch 280/3166... Discriminator Loss: 1.0547... Generator Loss: 0.8732 Epoch 5/5 Batch 290/3166... Discriminator Loss: 1.2674... Generator Loss: 0.4854 Epoch 5/5 Batch 300/3166... Discriminator Loss: 1.7945... Generator Loss: 0.2387 Epoch 5/5 Batch 310/3166... Discriminator Loss: 1.0283... Generator Loss: 0.8198 Epoch 5/5 Batch 320/3166... Discriminator Loss: 1.3151... Generator Loss: 0.4553 Epoch 5/5 Batch 330/3166... Discriminator Loss: 1.6703... Generator Loss: 0.2999 Epoch 5/5 Batch 340/3166... Discriminator Loss: 0.9923... Generator Loss: 1.1071
Epoch 5/5 Batch 350/3166... Discriminator Loss: 0.8812... Generator Loss: 1.5145 Epoch 5/5 Batch 360/3166... Discriminator Loss: 1.0521... Generator Loss: 0.8717 Epoch 5/5 Batch 370/3166... Discriminator Loss: 2.4013... Generator Loss: 0.1723 Epoch 5/5 Batch 380/3166... Discriminator Loss: 1.1421... Generator Loss: 0.8200 Epoch 5/5 Batch 390/3166... Discriminator Loss: 0.8391... Generator Loss: 1.2733 Epoch 5/5 Batch 400/3166... Discriminator Loss: 1.3128... Generator Loss: 0.6791 Epoch 5/5 Batch 410/3166... Discriminator Loss: 1.3269... Generator Loss: 0.7068 Epoch 5/5 Batch 420/3166... Discriminator Loss: 1.2439... Generator Loss: 0.7993 Epoch 5/5 Batch 430/3166... Discriminator Loss: 1.1976... Generator Loss: 0.6125 Epoch 5/5 Batch 440/3166... Discriminator Loss: 1.4032... Generator Loss: 0.4309
Epoch 5/5 Batch 450/3166... Discriminator Loss: 1.2189... Generator Loss: 0.6464 Epoch 5/5 Batch 460/3166... Discriminator Loss: 1.3178... Generator Loss: 1.0148 Epoch 5/5 Batch 470/3166... Discriminator Loss: 1.3529... Generator Loss: 0.4324 Epoch 5/5 Batch 480/3166... Discriminator Loss: 0.9760... Generator Loss: 0.7471 Epoch 5/5 Batch 490/3166... Discriminator Loss: 1.0329... Generator Loss: 1.1947 Epoch 5/5 Batch 500/3166... Discriminator Loss: 1.1781... Generator Loss: 0.5560 Epoch 5/5 Batch 510/3166... Discriminator Loss: 1.1290... Generator Loss: 0.5944 Epoch 5/5 Batch 520/3166... Discriminator Loss: 0.7254... Generator Loss: 1.0428 Epoch 5/5 Batch 530/3166... Discriminator Loss: 0.8771... Generator Loss: 1.2867 Epoch 5/5 Batch 540/3166... Discriminator Loss: 1.3418... Generator Loss: 0.4757
Epoch 5/5 Batch 550/3166... Discriminator Loss: 1.3708... Generator Loss: 0.4457 Epoch 5/5 Batch 560/3166... Discriminator Loss: 1.5235... Generator Loss: 3.2473 Epoch 5/5 Batch 570/3166... Discriminator Loss: 1.2980... Generator Loss: 0.9770 Epoch 5/5 Batch 580/3166... Discriminator Loss: 1.5164... Generator Loss: 0.4284 Epoch 5/5 Batch 590/3166... Discriminator Loss: 0.6014... Generator Loss: 1.6522 Epoch 5/5 Batch 600/3166... Discriminator Loss: 0.9345... Generator Loss: 0.9398 Epoch 5/5 Batch 610/3166... Discriminator Loss: 1.1675... Generator Loss: 0.8726 Epoch 5/5 Batch 620/3166... Discriminator Loss: 1.2979... Generator Loss: 0.5275 Epoch 5/5 Batch 630/3166... Discriminator Loss: 0.9158... Generator Loss: 1.8125 Epoch 5/5 Batch 640/3166... Discriminator Loss: 1.3626... Generator Loss: 0.4419
Epoch 5/5 Batch 650/3166... Discriminator Loss: 0.9737... Generator Loss: 1.0533 Epoch 5/5 Batch 660/3166... Discriminator Loss: 1.6656... Generator Loss: 0.3054 Epoch 5/5 Batch 670/3166... Discriminator Loss: 1.2867... Generator Loss: 0.5315 Epoch 5/5 Batch 680/3166... Discriminator Loss: 1.2122... Generator Loss: 1.4946 Epoch 5/5 Batch 690/3166... Discriminator Loss: 0.9420... Generator Loss: 1.1265 Epoch 5/5 Batch 700/3166... Discriminator Loss: 1.2176... Generator Loss: 1.6352 Epoch 5/5 Batch 710/3166... Discriminator Loss: 1.1148... Generator Loss: 1.1735 Epoch 5/5 Batch 720/3166... Discriminator Loss: 1.4419... Generator Loss: 1.1212 Epoch 5/5 Batch 730/3166... Discriminator Loss: 1.1900... Generator Loss: 0.5735 Epoch 5/5 Batch 740/3166... Discriminator Loss: 1.1767... Generator Loss: 0.7117
Epoch 5/5 Batch 750/3166... Discriminator Loss: 1.2528... Generator Loss: 1.0017 Epoch 5/5 Batch 760/3166... Discriminator Loss: 1.6344... Generator Loss: 0.4436 Epoch 5/5 Batch 770/3166... Discriminator Loss: 0.9174... Generator Loss: 0.9305 Epoch 5/5 Batch 780/3166... Discriminator Loss: 0.9838... Generator Loss: 0.9204 Epoch 5/5 Batch 790/3166... Discriminator Loss: 0.8468... Generator Loss: 0.9803 Epoch 5/5 Batch 800/3166... Discriminator Loss: 1.0835... Generator Loss: 0.7706 Epoch 5/5 Batch 810/3166... Discriminator Loss: 0.6616... Generator Loss: 1.1446 Epoch 5/5 Batch 820/3166... Discriminator Loss: 1.2154... Generator Loss: 0.8186 Epoch 5/5 Batch 830/3166... Discriminator Loss: 1.1278... Generator Loss: 0.9442 Epoch 5/5 Batch 840/3166... Discriminator Loss: 1.3231... Generator Loss: 0.5104
Epoch 5/5 Batch 850/3166... Discriminator Loss: 0.9603... Generator Loss: 0.9036 Epoch 5/5 Batch 860/3166... Discriminator Loss: 1.3327... Generator Loss: 0.5766 Epoch 5/5 Batch 870/3166... Discriminator Loss: 1.0286... Generator Loss: 1.1034 Epoch 5/5 Batch 880/3166... Discriminator Loss: 1.2260... Generator Loss: 0.5963 Epoch 5/5 Batch 890/3166... Discriminator Loss: 1.3192... Generator Loss: 0.4755 Epoch 5/5 Batch 900/3166... Discriminator Loss: 1.5420... Generator Loss: 0.6939 Epoch 5/5 Batch 910/3166... Discriminator Loss: 1.2125... Generator Loss: 1.5154 Epoch 5/5 Batch 920/3166... Discriminator Loss: 1.0883... Generator Loss: 0.6541 Epoch 5/5 Batch 930/3166... Discriminator Loss: 1.1078... Generator Loss: 0.7727 Epoch 5/5 Batch 940/3166... Discriminator Loss: 1.4762... Generator Loss: 2.1460
Epoch 5/5 Batch 950/3166... Discriminator Loss: 0.8734... Generator Loss: 0.7234 Epoch 5/5 Batch 960/3166... Discriminator Loss: 1.1145... Generator Loss: 0.5853 Epoch 5/5 Batch 970/3166... Discriminator Loss: 1.0725... Generator Loss: 0.8988 Epoch 5/5 Batch 980/3166... Discriminator Loss: 1.0980... Generator Loss: 0.7522 Epoch 5/5 Batch 990/3166... Discriminator Loss: 1.1282... Generator Loss: 1.1508 Epoch 5/5 Batch 1000/3166... Discriminator Loss: 1.1703... Generator Loss: 0.5650 Epoch 5/5 Batch 1010/3166... Discriminator Loss: 1.2531... Generator Loss: 0.8573 Epoch 5/5 Batch 1020/3166... Discriminator Loss: 1.2218... Generator Loss: 0.7495 Epoch 5/5 Batch 1030/3166... Discriminator Loss: 1.5107... Generator Loss: 0.8401 Epoch 5/5 Batch 1040/3166... Discriminator Loss: 1.1397... Generator Loss: 1.2722
Epoch 5/5 Batch 1050/3166... Discriminator Loss: 1.2343... Generator Loss: 0.5435 Epoch 5/5 Batch 1060/3166... Discriminator Loss: 1.1044... Generator Loss: 0.7358 Epoch 5/5 Batch 1070/3166... Discriminator Loss: 1.3417... Generator Loss: 0.5218 Epoch 5/5 Batch 1080/3166... Discriminator Loss: 1.0929... Generator Loss: 0.8610 Epoch 5/5 Batch 1090/3166... Discriminator Loss: 1.2088... Generator Loss: 0.4827 Epoch 5/5 Batch 1100/3166... Discriminator Loss: 1.3256... Generator Loss: 0.4606 Epoch 5/5 Batch 1110/3166... Discriminator Loss: 1.1746... Generator Loss: 0.8438 Epoch 5/5 Batch 1120/3166... Discriminator Loss: 1.0236... Generator Loss: 0.6392 Epoch 5/5 Batch 1130/3166... Discriminator Loss: 1.1745... Generator Loss: 1.2506 Epoch 5/5 Batch 1140/3166... Discriminator Loss: 0.6652... Generator Loss: 2.9105
Epoch 5/5 Batch 1150/3166... Discriminator Loss: 0.8450... Generator Loss: 1.7770 Epoch 5/5 Batch 1160/3166... Discriminator Loss: 1.6483... Generator Loss: 1.3647 Epoch 5/5 Batch 1170/3166... Discriminator Loss: 1.7959... Generator Loss: 0.2447 Epoch 5/5 Batch 1180/3166... Discriminator Loss: 0.9872... Generator Loss: 0.8116 Epoch 5/5 Batch 1190/3166... Discriminator Loss: 1.0944... Generator Loss: 1.3241 Epoch 5/5 Batch 1200/3166... Discriminator Loss: 1.2897... Generator Loss: 0.5874 Epoch 5/5 Batch 1210/3166... Discriminator Loss: 1.3081... Generator Loss: 0.4277 Epoch 5/5 Batch 1220/3166... Discriminator Loss: 1.1672... Generator Loss: 0.9547 Epoch 5/5 Batch 1230/3166... Discriminator Loss: 1.7209... Generator Loss: 0.3100 Epoch 5/5 Batch 1240/3166... Discriminator Loss: 1.1587... Generator Loss: 1.0646
Epoch 5/5 Batch 1250/3166... Discriminator Loss: 0.8071... Generator Loss: 1.2082 Epoch 5/5 Batch 1260/3166... Discriminator Loss: 1.3359... Generator Loss: 1.0604 Epoch 5/5 Batch 1270/3166... Discriminator Loss: 0.9987... Generator Loss: 1.7309 Epoch 5/5 Batch 1280/3166... Discriminator Loss: 1.0578... Generator Loss: 0.7117 Epoch 5/5 Batch 1290/3166... Discriminator Loss: 1.4900... Generator Loss: 0.5183 Epoch 5/5 Batch 1300/3166... Discriminator Loss: 1.1161... Generator Loss: 1.0971 Epoch 5/5 Batch 1310/3166... Discriminator Loss: 1.0520... Generator Loss: 1.0769 Epoch 5/5 Batch 1320/3166... Discriminator Loss: 1.2050... Generator Loss: 0.5819 Epoch 5/5 Batch 1330/3166... Discriminator Loss: 1.3036... Generator Loss: 0.5084 Epoch 5/5 Batch 1340/3166... Discriminator Loss: 1.2394... Generator Loss: 0.6588
Epoch 5/5 Batch 1350/3166... Discriminator Loss: 1.1634... Generator Loss: 0.6336 Epoch 5/5 Batch 1360/3166... Discriminator Loss: 0.9508... Generator Loss: 2.6401 Epoch 5/5 Batch 1370/3166... Discriminator Loss: 0.9324... Generator Loss: 0.9250 Epoch 5/5 Batch 1380/3166... Discriminator Loss: 1.3470... Generator Loss: 0.4347 Epoch 5/5 Batch 1390/3166... Discriminator Loss: 1.2261... Generator Loss: 1.2500 Epoch 5/5 Batch 1400/3166... Discriminator Loss: 1.3032... Generator Loss: 0.8844 Epoch 5/5 Batch 1410/3166... Discriminator Loss: 1.1829... Generator Loss: 0.7000 Epoch 5/5 Batch 1420/3166... Discriminator Loss: 1.2737... Generator Loss: 0.4988 Epoch 5/5 Batch 1430/3166... Discriminator Loss: 1.1858... Generator Loss: 0.5833 Epoch 5/5 Batch 1440/3166... Discriminator Loss: 0.9831... Generator Loss: 2.1928
Epoch 5/5 Batch 1450/3166... Discriminator Loss: 1.2686... Generator Loss: 0.5176 Epoch 5/5 Batch 1460/3166... Discriminator Loss: 1.0410... Generator Loss: 0.8047 Epoch 5/5 Batch 1470/3166... Discriminator Loss: 1.5794... Generator Loss: 0.4021 Epoch 5/5 Batch 1480/3166... Discriminator Loss: 1.3069... Generator Loss: 0.5598 Epoch 5/5 Batch 1490/3166... Discriminator Loss: 1.1580... Generator Loss: 0.7992 Epoch 5/5 Batch 1500/3166... Discriminator Loss: 1.1679... Generator Loss: 0.5632 Epoch 5/5 Batch 1510/3166... Discriminator Loss: 1.0571... Generator Loss: 0.8090 Epoch 5/5 Batch 1520/3166... Discriminator Loss: 1.0974... Generator Loss: 0.9466 Epoch 5/5 Batch 1530/3166... Discriminator Loss: 1.3913... Generator Loss: 0.9307 Epoch 5/5 Batch 1540/3166... Discriminator Loss: 1.1396... Generator Loss: 1.0490
Epoch 5/5 Batch 1550/3166... Discriminator Loss: 1.0443... Generator Loss: 1.4454 Epoch 5/5 Batch 1560/3166... Discriminator Loss: 1.1705... Generator Loss: 0.9827 Epoch 5/5 Batch 1570/3166... Discriminator Loss: 0.7597... Generator Loss: 1.3350 Epoch 5/5 Batch 1580/3166... Discriminator Loss: 1.3158... Generator Loss: 0.4811 Epoch 5/5 Batch 1590/3166... Discriminator Loss: 1.2575... Generator Loss: 1.2083 Epoch 5/5 Batch 1600/3166... Discriminator Loss: 1.2185... Generator Loss: 1.5007 Epoch 5/5 Batch 1610/3166... Discriminator Loss: 1.0876... Generator Loss: 0.9070 Epoch 5/5 Batch 1620/3166... Discriminator Loss: 1.1805... Generator Loss: 0.6580 Epoch 5/5 Batch 1630/3166... Discriminator Loss: 1.2076... Generator Loss: 0.6094 Epoch 5/5 Batch 1640/3166... Discriminator Loss: 1.0509... Generator Loss: 1.1493
Epoch 5/5 Batch 1650/3166... Discriminator Loss: 1.8059... Generator Loss: 0.2458 Epoch 5/5 Batch 1660/3166... Discriminator Loss: 1.4393... Generator Loss: 0.3938 Epoch 5/5 Batch 1670/3166... Discriminator Loss: 1.0790... Generator Loss: 0.7046 Epoch 5/5 Batch 1680/3166... Discriminator Loss: 1.3943... Generator Loss: 0.5708 Epoch 5/5 Batch 1690/3166... Discriminator Loss: 1.2345... Generator Loss: 1.4208 Epoch 5/5 Batch 1700/3166... Discriminator Loss: 1.1303... Generator Loss: 0.5606 Epoch 5/5 Batch 1710/3166... Discriminator Loss: 1.3424... Generator Loss: 0.5337 Epoch 5/5 Batch 1720/3166... Discriminator Loss: 1.2282... Generator Loss: 0.5485 Epoch 5/5 Batch 1730/3166... Discriminator Loss: 1.1801... Generator Loss: 0.9948 Epoch 5/5 Batch 1740/3166... Discriminator Loss: 1.1700... Generator Loss: 0.8844
Epoch 5/5 Batch 1750/3166... Discriminator Loss: 1.7572... Generator Loss: 0.2904 Epoch 5/5 Batch 1760/3166... Discriminator Loss: 1.4062... Generator Loss: 0.7596 Epoch 5/5 Batch 1770/3166... Discriminator Loss: 1.1682... Generator Loss: 0.6560 Epoch 5/5 Batch 1780/3166... Discriminator Loss: 0.8166... Generator Loss: 0.9381 Epoch 5/5 Batch 1790/3166... Discriminator Loss: 2.1025... Generator Loss: 0.1918 Epoch 5/5 Batch 1800/3166... Discriminator Loss: 1.6538... Generator Loss: 0.3764 Epoch 5/5 Batch 1810/3166... Discriminator Loss: 1.2047... Generator Loss: 0.8405 Epoch 5/5 Batch 1820/3166... Discriminator Loss: 1.1164... Generator Loss: 1.0711 Epoch 5/5 Batch 1830/3166... Discriminator Loss: 1.7120... Generator Loss: 0.2719 Epoch 5/5 Batch 1840/3166... Discriminator Loss: 0.9762... Generator Loss: 0.8633
Epoch 5/5 Batch 1850/3166... Discriminator Loss: 1.2659... Generator Loss: 0.5428 Epoch 5/5 Batch 1860/3166... Discriminator Loss: 1.5734... Generator Loss: 0.3643 Epoch 5/5 Batch 1870/3166... Discriminator Loss: 1.0682... Generator Loss: 0.8457 Epoch 5/5 Batch 1880/3166... Discriminator Loss: 1.0359... Generator Loss: 0.6470 Epoch 5/5 Batch 1890/3166... Discriminator Loss: 1.8035... Generator Loss: 1.8252 Epoch 5/5 Batch 1900/3166... Discriminator Loss: 1.0323... Generator Loss: 1.0564 Epoch 5/5 Batch 1910/3166... Discriminator Loss: 0.9076... Generator Loss: 1.2029 Epoch 5/5 Batch 1920/3166... Discriminator Loss: 1.5203... Generator Loss: 0.4690 Epoch 5/5 Batch 1930/3166... Discriminator Loss: 1.3518... Generator Loss: 0.4978 Epoch 5/5 Batch 1940/3166... Discriminator Loss: 1.3182... Generator Loss: 0.4840
Epoch 5/5 Batch 1950/3166... Discriminator Loss: 1.2832... Generator Loss: 0.5881 Epoch 5/5 Batch 1960/3166... Discriminator Loss: 0.9740... Generator Loss: 0.7217 Epoch 5/5 Batch 1970/3166... Discriminator Loss: 1.1691... Generator Loss: 0.6357 Epoch 5/5 Batch 1980/3166... Discriminator Loss: 1.2655... Generator Loss: 0.8308 Epoch 5/5 Batch 1990/3166... Discriminator Loss: 1.0342... Generator Loss: 1.0421 Epoch 5/5 Batch 2000/3166... Discriminator Loss: 1.3198... Generator Loss: 0.7452 Epoch 5/5 Batch 2010/3166... Discriminator Loss: 1.1530... Generator Loss: 0.7230 Epoch 5/5 Batch 2020/3166... Discriminator Loss: 1.2993... Generator Loss: 1.9431 Epoch 5/5 Batch 2030/3166... Discriminator Loss: 1.0460... Generator Loss: 0.6849 Epoch 5/5 Batch 2040/3166... Discriminator Loss: 1.2291... Generator Loss: 0.6639
Epoch 5/5 Batch 2050/3166... Discriminator Loss: 0.7527... Generator Loss: 1.4766 Epoch 5/5 Batch 2060/3166... Discriminator Loss: 1.7468... Generator Loss: 0.4421 Epoch 5/5 Batch 2070/3166... Discriminator Loss: 1.7214... Generator Loss: 0.5652 Epoch 5/5 Batch 2080/3166... Discriminator Loss: 1.9945... Generator Loss: 1.4300 Epoch 5/5 Batch 2090/3166... Discriminator Loss: 1.0937... Generator Loss: 0.6706 Epoch 5/5 Batch 2100/3166... Discriminator Loss: 1.3348... Generator Loss: 0.6562 Epoch 5/5 Batch 2110/3166... Discriminator Loss: 0.9420... Generator Loss: 0.9928 Epoch 5/5 Batch 2120/3166... Discriminator Loss: 1.3611... Generator Loss: 0.5935 Epoch 5/5 Batch 2130/3166... Discriminator Loss: 1.2327... Generator Loss: 0.7245 Epoch 5/5 Batch 2140/3166... Discriminator Loss: 1.0707... Generator Loss: 0.8104
Epoch 5/5 Batch 2150/3166... Discriminator Loss: 1.2707... Generator Loss: 0.8078 Epoch 5/5 Batch 2160/3166... Discriminator Loss: 0.9193... Generator Loss: 0.8622 Epoch 5/5 Batch 2170/3166... Discriminator Loss: 0.9527... Generator Loss: 1.9202 Epoch 5/5 Batch 2180/3166... Discriminator Loss: 1.9207... Generator Loss: 0.2805 Epoch 5/5 Batch 2190/3166... Discriminator Loss: 1.5276... Generator Loss: 0.8618 Epoch 5/5 Batch 2200/3166... Discriminator Loss: 1.2103... Generator Loss: 1.3568 Epoch 5/5 Batch 2210/3166... Discriminator Loss: 1.3971... Generator Loss: 0.5072 Epoch 5/5 Batch 2220/3166... Discriminator Loss: 1.1208... Generator Loss: 0.7358 Epoch 5/5 Batch 2230/3166... Discriminator Loss: 1.3313... Generator Loss: 0.5574 Epoch 5/5 Batch 2240/3166... Discriminator Loss: 1.3208... Generator Loss: 0.5988
Epoch 5/5 Batch 2250/3166... Discriminator Loss: 1.0202... Generator Loss: 1.6530 Epoch 5/5 Batch 2260/3166... Discriminator Loss: 1.2535... Generator Loss: 0.5991 Epoch 5/5 Batch 2270/3166... Discriminator Loss: 1.5857... Generator Loss: 0.3549 Epoch 5/5 Batch 2280/3166... Discriminator Loss: 0.8928... Generator Loss: 1.2313 Epoch 5/5 Batch 2290/3166... Discriminator Loss: 1.0604... Generator Loss: 0.8658 Epoch 5/5 Batch 2300/3166... Discriminator Loss: 1.0356... Generator Loss: 2.6205 Epoch 5/5 Batch 2310/3166... Discriminator Loss: 1.0236... Generator Loss: 1.0280 Epoch 5/5 Batch 2320/3166... Discriminator Loss: 0.7685... Generator Loss: 1.0324 Epoch 5/5 Batch 2330/3166... Discriminator Loss: 0.9498... Generator Loss: 2.9253 Epoch 5/5 Batch 2340/3166... Discriminator Loss: 1.7573... Generator Loss: 1.0393
Epoch 5/5 Batch 2350/3166... Discriminator Loss: 1.2745... Generator Loss: 0.5383 Epoch 5/5 Batch 2360/3166... Discriminator Loss: 1.5444... Generator Loss: 0.3444 Epoch 5/5 Batch 2370/3166... Discriminator Loss: 1.2822... Generator Loss: 0.6023 Epoch 5/5 Batch 2380/3166... Discriminator Loss: 1.2554... Generator Loss: 0.9328 Epoch 5/5 Batch 2390/3166... Discriminator Loss: 1.5785... Generator Loss: 0.4601 Epoch 5/5 Batch 2400/3166... Discriminator Loss: 2.2838... Generator Loss: 0.1685 Epoch 5/5 Batch 2410/3166... Discriminator Loss: 1.0008... Generator Loss: 0.7504 Epoch 5/5 Batch 2420/3166... Discriminator Loss: 1.4524... Generator Loss: 0.4624 Epoch 5/5 Batch 2430/3166... Discriminator Loss: 1.6052... Generator Loss: 0.4326 Epoch 5/5 Batch 2440/3166... Discriminator Loss: 1.6194... Generator Loss: 0.3767
Epoch 5/5 Batch 2450/3166... Discriminator Loss: 1.0699... Generator Loss: 1.8062 Epoch 5/5 Batch 2460/3166... Discriminator Loss: 1.5658... Generator Loss: 0.4218 Epoch 5/5 Batch 2470/3166... Discriminator Loss: 1.0767... Generator Loss: 0.7041 Epoch 5/5 Batch 2480/3166... Discriminator Loss: 0.7097... Generator Loss: 1.1404 Epoch 5/5 Batch 2490/3166... Discriminator Loss: 1.2622... Generator Loss: 0.4836 Epoch 5/5 Batch 2500/3166... Discriminator Loss: 0.9599... Generator Loss: 1.1403 Epoch 5/5 Batch 2510/3166... Discriminator Loss: 1.2280... Generator Loss: 1.4087 Epoch 5/5 Batch 2520/3166... Discriminator Loss: 0.9242... Generator Loss: 1.0632 Epoch 5/5 Batch 2530/3166... Discriminator Loss: 0.9621... Generator Loss: 0.7012 Epoch 5/5 Batch 2540/3166... Discriminator Loss: 1.3565... Generator Loss: 0.5715
Epoch 5/5 Batch 2550/3166... Discriminator Loss: 1.4912... Generator Loss: 0.3965 Epoch 5/5 Batch 2560/3166... Discriminator Loss: 0.8031... Generator Loss: 1.3607 Epoch 5/5 Batch 2570/3166... Discriminator Loss: 1.6596... Generator Loss: 0.3061 Epoch 5/5 Batch 2580/3166... Discriminator Loss: 1.2494... Generator Loss: 1.3887 Epoch 5/5 Batch 2590/3166... Discriminator Loss: 0.9047... Generator Loss: 1.1962 Epoch 5/5 Batch 2600/3166... Discriminator Loss: 1.1239... Generator Loss: 0.9142 Epoch 5/5 Batch 2610/3166... Discriminator Loss: 1.2116... Generator Loss: 0.8403 Epoch 5/5 Batch 2620/3166... Discriminator Loss: 1.1612... Generator Loss: 0.6141 Epoch 5/5 Batch 2630/3166... Discriminator Loss: 0.7508... Generator Loss: 1.6319 Epoch 5/5 Batch 2640/3166... Discriminator Loss: 0.7989... Generator Loss: 1.1705
Epoch 5/5 Batch 2650/3166... Discriminator Loss: 1.7808... Generator Loss: 0.3051 Epoch 5/5 Batch 2660/3166... Discriminator Loss: 1.4613... Generator Loss: 0.3841 Epoch 5/5 Batch 2670/3166... Discriminator Loss: 0.7952... Generator Loss: 0.8334 Epoch 5/5 Batch 2680/3166... Discriminator Loss: 1.2660... Generator Loss: 0.5638 Epoch 5/5 Batch 2690/3166... Discriminator Loss: 1.2701... Generator Loss: 1.0745 Epoch 5/5 Batch 2700/3166... Discriminator Loss: 1.0729... Generator Loss: 0.7476 Epoch 5/5 Batch 2710/3166... Discriminator Loss: 1.2173... Generator Loss: 0.5071 Epoch 5/5 Batch 2720/3166... Discriminator Loss: 0.7665... Generator Loss: 2.1702 Epoch 5/5 Batch 2730/3166... Discriminator Loss: 0.8866... Generator Loss: 1.1815 Epoch 5/5 Batch 2740/3166... Discriminator Loss: 0.9475... Generator Loss: 1.0849
Epoch 5/5 Batch 2750/3166... Discriminator Loss: 1.6678... Generator Loss: 0.2933 Epoch 5/5 Batch 2760/3166... Discriminator Loss: 1.7971... Generator Loss: 0.2940 Epoch 5/5 Batch 2770/3166... Discriminator Loss: 0.9665... Generator Loss: 0.7371 Epoch 5/5 Batch 2780/3166... Discriminator Loss: 0.9586... Generator Loss: 0.9312 Epoch 5/5 Batch 2790/3166... Discriminator Loss: 1.2070... Generator Loss: 1.0340 Epoch 5/5 Batch 2800/3166... Discriminator Loss: 0.7761... Generator Loss: 1.2281 Epoch 5/5 Batch 2810/3166... Discriminator Loss: 1.0187... Generator Loss: 0.8096 Epoch 5/5 Batch 2820/3166... Discriminator Loss: 1.6751... Generator Loss: 0.2866 Epoch 5/5 Batch 2830/3166... Discriminator Loss: 0.6856... Generator Loss: 1.3070 Epoch 5/5 Batch 2840/3166... Discriminator Loss: 1.0514... Generator Loss: 0.8510
Epoch 5/5 Batch 2850/3166... Discriminator Loss: 0.7953... Generator Loss: 0.9418 Epoch 5/5 Batch 2860/3166... Discriminator Loss: 1.5825... Generator Loss: 0.3669 Epoch 5/5 Batch 2870/3166... Discriminator Loss: 1.6398... Generator Loss: 1.7709 Epoch 5/5 Batch 2880/3166... Discriminator Loss: 0.7966... Generator Loss: 1.4831 Epoch 5/5 Batch 2890/3166... Discriminator Loss: 0.8644... Generator Loss: 0.9227 Epoch 5/5 Batch 2900/3166... Discriminator Loss: 1.5648... Generator Loss: 0.5924 Epoch 5/5 Batch 2910/3166... Discriminator Loss: 1.1558... Generator Loss: 0.7665 Epoch 5/5 Batch 2920/3166... Discriminator Loss: 2.1928... Generator Loss: 0.1914 Epoch 5/5 Batch 2930/3166... Discriminator Loss: 0.9495... Generator Loss: 0.8826 Epoch 5/5 Batch 2940/3166... Discriminator Loss: 1.4947... Generator Loss: 0.5837
Epoch 5/5 Batch 2950/3166... Discriminator Loss: 1.4112... Generator Loss: 1.1584 Epoch 5/5 Batch 2960/3166... Discriminator Loss: 1.2507... Generator Loss: 0.9576 Epoch 5/5 Batch 2970/3166... Discriminator Loss: 1.0516... Generator Loss: 1.1893 Epoch 5/5 Batch 2980/3166... Discriminator Loss: 1.1843... Generator Loss: 0.6550 Epoch 5/5 Batch 2990/3166... Discriminator Loss: 1.5777... Generator Loss: 0.6118 Epoch 5/5 Batch 3000/3166... Discriminator Loss: 0.6544... Generator Loss: 1.5214 Epoch 5/5 Batch 3010/3166... Discriminator Loss: 1.2304... Generator Loss: 0.5833 Epoch 5/5 Batch 3020/3166... Discriminator Loss: 0.9587... Generator Loss: 1.8918 Epoch 5/5 Batch 3030/3166... Discriminator Loss: 1.2489... Generator Loss: 0.5607 Epoch 5/5 Batch 3040/3166... Discriminator Loss: 1.1923... Generator Loss: 0.5602
Epoch 5/5 Batch 3050/3166... Discriminator Loss: 0.9891... Generator Loss: 0.9657 Epoch 5/5 Batch 3060/3166... Discriminator Loss: 1.4313... Generator Loss: 1.1409 Epoch 5/5 Batch 3070/3166... Discriminator Loss: 1.1467... Generator Loss: 0.6783 Epoch 5/5 Batch 3080/3166... Discriminator Loss: 1.2411... Generator Loss: 0.8903 Epoch 5/5 Batch 3090/3166... Discriminator Loss: 1.3751... Generator Loss: 0.4228 Epoch 5/5 Batch 3100/3166... Discriminator Loss: 1.5359... Generator Loss: 1.1746 Epoch 5/5 Batch 3110/3166... Discriminator Loss: 1.0141... Generator Loss: 1.1330 Epoch 5/5 Batch 3120/3166... Discriminator Loss: 1.2209... Generator Loss: 0.8348 Epoch 5/5 Batch 3130/3166... Discriminator Loss: 1.1850... Generator Loss: 0.9431 Epoch 5/5 Batch 3140/3166... Discriminator Loss: 1.0821... Generator Loss: 0.6805
Epoch 5/5 Batch 3150/3166... Discriminator Loss: 1.0037... Generator Loss: 1.2735 Epoch 5/5 Batch 3160/3166... Discriminator Loss: 1.3759... Generator Loss: 0.3938
提交本项目前,确保运行所有 cells 后保存该文件。
保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。